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2023-09-16
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library("haven")
library("interactions")
library("interactions")
library("sjPlot")## Registered S3 methods overwritten by 'broom':
## method from
## tidy.glht jtools
## tidy.summary.glht jtools## Install package "strengejacke" from GitHub (`devtools::install_github("strengejacke/strengejacke")`) to load all sj-packages at once!library("ggplot2")
library("lme4")## Loading required package: Matrixlibrary("nlme")##
## Attaching package: 'nlme'## The following object is masked from 'package:lme4':
##
## lmListlibrary("sjlabelled")##
## Attaching package: 'sjlabelled'## The following object is masked from 'package:ggplot2':
##
## as_label## The following objects are masked from 'package:haven':
##
## as_factor, read_sas, read_spss, read_stata, write_sas, zap_labelslibrary("forcats")##
## Attaching package: 'forcats'## The following object is masked from 'package:sjlabelled':
##
## as_factorinstall.packages("forcats")## Warning: package 'forcats' is in use and will not be installedwpnew <- read_sav("numeric id.sav")#AGE as PREDICTOR #SAVOR mod1
smod1 <- lme(timesavor ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(smod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9775.848 9853.436 -4874.924
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9985972 (Intr) th_PID
## thinking_PIDc 0.2118131 -0.096
## meaning_PIDc 0.3441259 -0.063 -0.091
## Residual 1.1377820
##
## Fixed effects: timesavor ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.185084 0.07332804 2689 57.07345 0.0000
## age_c -0.000909 0.00587987 199 -0.15452 0.8774
## thinking_day.grandc 0.059440 0.06903038 199 0.86107 0.3902
## meaning_day.grandc 0.699593 0.06622958 199 10.56315 0.0000
## thinking_PIDc -0.136284 0.02547633 2689 -5.34943 0.0000
## meaning_PIDc 0.226536 0.03602649 2689 6.28804 0.0000
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.016
## thinking_day.grandc 0.002 0.014
## meaning_day.grandc -0.002 -0.185 -0.596
## thinking_PIDc -0.054 0.002 0.004 -0.007
## meaning_PIDc -0.040 0.000 0.001 0.006 -0.262
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.54874788 -0.53975166 0.03163066 0.49958108 4.03061483
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
smod1c <- lme(timesavor ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(smod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9713.287 9820.554 -4838.644
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9815197 (Intr) th_PID
## thinking_PIDc 0.2136506 -0.133
## meaning_PIDc 0.3449921 -0.089 -0.086
## Residual 1.1369863
##
## Fixed effects: timesavor ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 3.974379 0.12176096 2670 32.64083 0.0000
## age_c 0.003351 0.00610064 192 0.54929 0.5834
## thinking_day.grandc 0.069044 0.07026438 192 0.98264 0.3270
## meaning_day.grandc 0.678343 0.06592235 192 10.29003 0.0000
## thinking_PIDc -0.137137 0.02563265 2670 -5.35009 0.0000
## meaning_PIDc 0.228654 0.03621221 2670 6.31428 0.0000
## edu_c 0.124032 0.08948879 192 1.38601 0.1674
## sex_bin -0.058667 0.15160861 192 -0.38696 0.6992
## race_bin 0.429868 0.15418942 192 2.78792 0.0058
## work_bin 0.250467 0.16480827 192 1.51975 0.1302
## inc_c -0.027165 0.06611449 192 -0.41087 0.6816
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID mn_PID edu_c sex_bn
## age_c 0.010
## thinking_day.grandc 0.003 0.010
## meaning_day.grandc -0.033 -0.215 -0.576
## thinking_PIDc -0.042 0.003 0.005 -0.009
## meaning_PIDc -0.038 0.002 0.003 0.008 -0.259
## edu_c -0.060 0.104 -0.074 -0.025 0.003 0.000
## sex_bin -0.510 -0.182 -0.091 0.127 -0.004 -0.003 0.004
## race_bin -0.439 0.228 -0.008 -0.091 0.000 0.006 -0.045 -0.042
## work_bin -0.433 -0.041 0.128 0.016 0.000 0.006 0.219 0.050
## inc_c -0.094 -0.105 -0.120 0.023 0.003 -0.003 -0.326 0.149
## rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.016
## inc_c 0.006 0.018
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.50720737 -0.53882848 0.02507381 0.49908955 4.04328635
##
## Number of Observations: 2873
## Number of Groups: 201#savor mod2
smod2 <- lme(timesavor ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(smod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9803.948 9917.307 -4882.974
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9679302 (Intr) th_PID
## thinking_PIDc 0.2121278 -0.091
## meaning_PIDc 0.3429389 -0.024 -0.075
## Residual 1.1339750
##
## Fixed effects: timesavor ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.031026 0.08354412 2686 48.25027
## age_c 0.002631 0.00583304 196 0.45106
## thinking_day.grandc -0.041936 0.07230892 196 -0.57996
## meaning_day.grandc 0.827674 0.07386915 196 11.20459
## thinking_PIDc -0.146265 0.02554026 2686 -5.72685
## meaning_PIDc 0.256525 0.03655062 2686 7.01835
## age_c:thinking_day.grandc 0.010706 0.00511585 196 2.09278
## age_c:meaning_day.grandc -0.008966 0.00524036 196 -1.71099
## thinking_day.grandc:meaning_day.grandc 0.111143 0.03744273 196 2.96835
## age_c:thinking_PIDc -0.002654 0.00209837 2686 -1.26468
## age_c:meaning_PIDc 0.000383 0.00288846 2686 0.13276
## thinking_PIDc:meaning_PIDc 0.061072 0.01410790 2686 4.32891
## p-value
## (Intercept) 0.0000
## age_c 0.6524
## thinking_day.grandc 0.5626
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## age_c:thinking_day.grandc 0.0377
## age_c:meaning_day.grandc 0.0887
## thinking_day.grandc:meaning_day.grandc 0.0034
## age_c:thinking_PIDc 0.2061
## age_c:meaning_PIDc 0.8944
## thinking_PIDc:meaning_PIDc 0.0000
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.037
## thinking_day.grandc 0.108 -0.043
## meaning_day.grandc -0.230 -0.112 -0.622
## thinking_PIDc -0.035 -0.002 0.005 -0.005
## meaning_PIDc -0.040 0.003 -0.004 0.010 -0.264
## age_c:thinking_day.grandc 0.065 -0.005 -0.197 0.137 -0.001
## age_c:meaning_day.grandc -0.119 -0.111 0.238 -0.001 0.003
## thinking_day.grandc:meaning_day.grandc -0.466 0.153 -0.277 0.413 0.001
## age_c:thinking_PIDc 0.000 -0.050 0.000 0.002 0.032
## age_c:meaning_PIDc -0.002 -0.013 0.003 -0.002 -0.006
## thinking_PIDc:meaning_PIDc -0.140 0.014 -0.008 0.028 -0.081
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc 0.002
## age_c:meaning_day.grandc -0.002 -0.546
## thinking_day.grandc:meaning_day.grandc 0.012 -0.112 -0.118
## age_c:thinking_PIDc -0.003 0.006 -0.006 -0.003
## age_c:meaning_PIDc 0.044 0.000 0.004 -0.002
## thinking_PIDc:meaning_PIDc 0.179 0.002 0.002 0.044
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.296
## thinking_PIDc:meaning_PIDc 0.007 0.016
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.48429133 -0.55359629 0.03844646 0.49557798 3.97246648
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
smod2c <- lme(timesavor ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(smod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9743.713 9886.686 -4847.857
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9544569 (Intr) th_PID
## thinking_PIDc 0.2139251 -0.125
## meaning_PIDc 0.3436189 -0.041 -0.069
## Residual 1.1332631
##
## Fixed effects: timesavor ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 3.877380 0.12408630 2667 31.247443
## age_c 0.006797 0.00605396 189 1.122681
## thinking_day.grandc -0.029510 0.07492467 189 -0.393864
## meaning_day.grandc 0.793728 0.07456248 189 10.645137
## thinking_PIDc -0.147549 0.02570117 2667 -5.740926
## meaning_PIDc 0.259358 0.03672275 2667 7.062593
## edu_c 0.107094 0.08775475 189 1.220383
## sex_bin -0.083699 0.14981255 189 -0.558689
## race_bin 0.402533 0.15117982 189 2.662613
## work_bin 0.168464 0.16499558 189 1.021019
## inc_c -0.018747 0.06479846 189 -0.289312
## age_c:thinking_day.grandc 0.010380 0.00512522 189 2.025265
## age_c:meaning_day.grandc -0.008382 0.00518745 189 -1.615915
## thinking_day.grandc:meaning_day.grandc 0.095525 0.03802321 189 2.512287
## age_c:thinking_PIDc -0.002574 0.00210667 2667 -1.221697
## age_c:meaning_PIDc 0.000363 0.00289829 2667 0.125369
## thinking_PIDc:meaning_PIDc 0.062296 0.01415603 2667 4.400685
## p-value
## (Intercept) 0.0000
## age_c 0.2630
## thinking_day.grandc 0.6941
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## edu_c 0.2238
## sex_bin 0.5770
## race_bin 0.0084
## work_bin 0.3086
## inc_c 0.7727
## age_c:thinking_day.grandc 0.0442
## age_c:meaning_day.grandc 0.1078
## thinking_day.grandc:meaning_day.grandc 0.0128
## age_c:thinking_PIDc 0.2219
## age_c:meaning_PIDc 0.9002
## thinking_PIDc:meaning_PIDc 0.0000
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.016
## thinking_day.grandc 0.051 -0.045
## meaning_day.grandc -0.130 -0.136 -0.621
## thinking_PIDc -0.030 -0.001 0.003 -0.005
## meaning_PIDc -0.038 0.005 -0.002 0.010 -0.260
## edu_c -0.037 0.091 -0.040 -0.060 0.001
## sex_bin -0.503 -0.165 -0.085 0.105 -0.002
## race_bin -0.406 0.215 0.022 -0.117 -0.004
## work_bin -0.364 -0.057 0.183 -0.095 -0.004
## inc_c -0.093 -0.097 -0.138 0.052 0.005
## age_c:thinking_day.grandc 0.114 0.018 -0.212 0.139 0.000
## age_c:meaning_day.grandc -0.068 -0.103 0.238 -0.012 0.005
## thinking_day.grandc:meaning_day.grandc -0.249 0.127 -0.310 0.438 0.003
## age_c:thinking_PIDc 0.001 -0.065 0.002 0.001 0.028
## age_c:meaning_PIDc -0.001 -0.023 0.004 -0.003 -0.006
## thinking_PIDc:meaning_PIDc -0.105 0.022 0.004 0.019 -0.084
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c 0.000
## sex_bin -0.005 -0.002
## race_bin 0.009 -0.038 -0.044
## work_bin 0.007 0.230 0.050 0.002
## inc_c -0.005 -0.328 0.142 0.001 0.004
## age_c:thinking_day.grandc 0.003 0.004 -0.109 -0.017 -0.052
## age_c:meaning_day.grandc -0.002 0.013 -0.018 0.018 -0.010
## thinking_day.grandc:meaning_day.grandc 0.011 -0.085 0.067 -0.076 -0.185
## age_c:thinking_PIDc -0.003 0.005 -0.003 0.001 0.004
## age_c:meaning_PIDc 0.039 -0.003 0.000 0.000 0.001
## thinking_PIDc:meaning_PIDc 0.179 0.002 -0.022 0.029 0.025
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.060
## age_c:meaning_day.grandc -0.034 -0.543
## thinking_day.grandc:meaning_day.grandc 0.042 -0.094 -0.123
## age_c:thinking_PIDc -0.001 0.007 -0.007 -0.006
## age_c:meaning_PIDc 0.001 0.000 0.005 -0.004
## thinking_PIDc:meaning_PIDc -0.017 0.000 0.004 0.035
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.291
## thinking_PIDc:meaning_PIDc 0.010 0.017
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.44676717 -0.54827241 0.03659217 0.49011058 3.98228842
##
## Number of Observations: 2873
## Number of Groups: 201#plot age X thinking ON savoring
ps1<- plot_model(smod2c,
type = "pred",
terms = c("age_c", "thinking_day.grandc"),
title = c(""),
axis.title = c("x" = "Age (centered)", "y" = "Savoring at Work"),
legend.title = "Cognitive Engagement at Work (b)",
plot.title = element_text(face = "bold", hjust = 0.5))
ps1+ scale_color_hue (labels = c("Low (-1SD)", "Mean", "High (+1SD)")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
library(sjPlot)
# Create your plot object
ps1 <- plot_model(smod2c,
type = "pred",
terms = c("age_c", "thinking_day.grandc"),
title = c(""),
axis.title = c("x" = "Age (centered)", "y" = "Savoring at Work"),
legend.title = "Cognitive Engagement at Work (b)",
plot.title = element_text(face = "bold", hjust = 0.5))
# Save the plot as an SVG using ggsave
ggsave("your_figure.svg", plot = ps1, device = "svg")## Saving 7 x 5 in imageps2<- plot_model(smod2c,
type = "pred",
terms = c("thinking_day.grandc", "age_c"),
title = c(""),
axis.title = c("x" = "Cognitive Engagement at Work (b)", "y" = "Savoring at Work"),
legend.title = "Age",
plot.title = element_text(face = "bold", hjust = 0.5))
ps2+ scale_color_hue (labels = c("Younger (-1SD)", "Mean", "Older (+1SD)")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
#savor mod3
smod3 <- lme(timesavor ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(smod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9828.918 9954.194 -4893.459
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9694516 (Intr) th_PID
## thinking_PIDc 0.2131675 -0.096
## meaning_PIDc 0.3438026 -0.025 -0.073
## Residual 1.1339136
##
## Fixed effects: timesavor ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.027679 0.08401176 2685 47.94184
## age_c 0.000766 0.00664058 195 0.11535
## thinking_day.grandc -0.048080 0.07424512 195 -0.64758
## meaning_day.grandc 0.831130 0.07436162 195 11.17686
## thinking_PIDc -0.146286 0.02559439 2685 -5.71556
## meaning_PIDc 0.257409 0.03663563 2685 7.02618
## age_c:thinking_day.grandc 0.009775 0.00556193 195 1.75756
## age_c:meaning_day.grandc -0.007626 0.00596665 195 -1.27812
## thinking_day.grandc:meaning_day.grandc 0.117874 0.04104724 195 2.87168
## age_c:thinking_PIDc -0.002798 0.00211802 2685 -1.32127
## age_c:meaning_PIDc 0.000678 0.00293552 2685 0.23107
## thinking_PIDc:meaning_PIDc 0.062133 0.01425746 2685 4.35793
## age_c:thinking_day.grandc:meaning_day.grandc 0.001336 0.00301284 195 0.44348
## age_c:thinking_PIDc:meaning_PIDc 0.000669 0.00113801 2685 0.58786
## p-value
## (Intercept) 0.0000
## age_c 0.9083
## thinking_day.grandc 0.5180
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## age_c:thinking_day.grandc 0.0804
## age_c:meaning_day.grandc 0.2027
## thinking_day.grandc:meaning_day.grandc 0.0045
## age_c:thinking_PIDc 0.1865
## age_c:meaning_PIDc 0.8173
## thinking_PIDc:meaning_PIDc 0.0000
## age_c:thinking_day.grandc:meaning_day.grandc 0.6579
## age_c:thinking_PIDc:meaning_PIDc 0.5567
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.009
## thinking_day.grandc 0.125 0.062
## meaning_day.grandc -0.237 -0.145 -0.626
## thinking_PIDc -0.037 0.000 0.005 -0.005
## meaning_PIDc -0.040 -0.002 -0.003 0.010 -0.262
## age_c:thinking_day.grandc 0.095 0.172 -0.090 0.085 -0.001
## age_c:meaning_day.grandc -0.148 -0.306 0.099 0.049 0.003
## thinking_day.grandc:meaning_day.grandc -0.461 -0.058 -0.336 0.417 0.001
## age_c:thinking_PIDc 0.000 -0.030 -0.002 0.002 0.032
## age_c:meaning_PIDc -0.001 -0.039 0.004 -0.002 -0.007
## thinking_PIDc:meaning_PIDc -0.136 0.000 -0.002 0.026 -0.081
## age_c:thinking_day.grandc:meaning_day.grandc -0.091 -0.456 -0.221 0.104 -0.001
## age_c:thinking_PIDc:meaning_PIDc 0.002 -0.148 0.010 0.001 -0.005
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc 0.004
## age_c:meaning_day.grandc -0.002 -0.627
## thinking_day.grandc:meaning_day.grandc 0.008 -0.253 0.098
## age_c:thinking_PIDc -0.008 0.003 -0.007 0.001
## age_c:meaning_PIDc 0.050 -0.001 0.010 -0.004
## thinking_PIDc:meaning_PIDc 0.183 0.009 -0.002 0.030
## age_c:thinking_day.grandc:meaning_day.grandc -0.003 -0.389 0.476 0.406
## age_c:thinking_PIDc:meaning_PIDc 0.041 0.002 0.032 -0.021
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.309
## thinking_PIDc:meaning_PIDc -0.010 0.040
## age_c:thinking_day.grandc:meaning_day.grandc 0.001 0.008 -0.013
## age_c:thinking_PIDc:meaning_PIDc -0.120 0.170 0.140
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.029
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.48071582 -0.55561120 0.03776636 0.49475040 3.97296281
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
smod3c <- lme(timesavor ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(smod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9768.374 9923.243 -4858.187
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9553880 (Intr) th_PID
## thinking_PIDc 0.2151253 -0.130
## meaning_PIDc 0.3446496 -0.043 -0.066
## Residual 1.1331475
##
## Fixed effects: timesavor ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF
## (Intercept) 3.875096 0.12421454 2666
## age_c 0.004406 0.00677667 188
## thinking_day.grandc -0.038388 0.07678161 188
## meaning_day.grandc 0.798054 0.07494504 188
## thinking_PIDc -0.147557 0.02576328 2666
## meaning_PIDc 0.260370 0.03681748 2666
## edu_c 0.111958 0.08817573 188
## sex_bin -0.085962 0.14991898 188
## race_bin 0.405883 0.15130726 188
## work_bin 0.160467 0.16571326 188
## inc_c -0.023684 0.06537416 188
## age_c:thinking_day.grandc 0.009055 0.00558537 188
## age_c:meaning_day.grandc -0.006485 0.00594922 188
## thinking_day.grandc:meaning_day.grandc 0.105071 0.04159294 188
## age_c:thinking_PIDc -0.002744 0.00212783 2666
## age_c:meaning_PIDc 0.000706 0.00294526 2666
## thinking_PIDc:meaning_PIDc 0.063470 0.01429791 2666
## age_c:thinking_day.grandc:meaning_day.grandc 0.001874 0.00302148 188
## age_c:thinking_PIDc:meaning_PIDc 0.000779 0.00114055 2666
## t-value p-value
## (Intercept) 31.196800 0.0000
## age_c 0.650098 0.5164
## thinking_day.grandc -0.499962 0.6177
## meaning_day.grandc 10.648529 0.0000
## thinking_PIDc -5.727417 0.0000
## meaning_PIDc 7.071924 0.0000
## edu_c 1.269719 0.2058
## sex_bin -0.573391 0.5671
## race_bin 2.682509 0.0080
## work_bin 0.968340 0.3341
## inc_c -0.362287 0.7175
## age_c:thinking_day.grandc 1.621156 0.1067
## age_c:meaning_day.grandc -1.090122 0.2771
## thinking_day.grandc:meaning_day.grandc 2.526172 0.0124
## age_c:thinking_PIDc -1.289395 0.1974
## age_c:meaning_PIDc 0.239823 0.8105
## thinking_PIDc:meaning_PIDc 4.439125 0.0000
## age_c:thinking_day.grandc:meaning_day.grandc 0.620357 0.5358
## age_c:thinking_PIDc:meaning_PIDc 0.683066 0.4946
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.003
## thinking_day.grandc 0.056 0.051
## meaning_day.grandc -0.132 -0.161 -0.625
## thinking_PIDc -0.032 0.000 0.004 -0.005
## meaning_PIDc -0.038 0.001 0.000 0.010 -0.259
## edu_c -0.039 0.042 -0.059 -0.050 0.001
## sex_bin -0.502 -0.140 -0.080 0.103 -0.003
## race_bin -0.406 0.182 0.017 -0.114 -0.004
## work_bin -0.360 -0.014 0.196 -0.103 -0.004
## inc_c -0.089 -0.031 -0.106 0.039 0.006
## age_c:thinking_day.grandc 0.115 0.183 -0.104 0.089 0.000
## age_c:meaning_day.grandc -0.072 -0.292 0.098 0.036 0.003
## thinking_day.grandc:meaning_day.grandc -0.238 -0.064 -0.364 0.437 0.003
## age_c:thinking_PIDc 0.001 -0.045 -0.001 0.002 0.028
## age_c:meaning_PIDc -0.001 -0.047 0.005 -0.003 -0.007
## thinking_PIDc:meaning_PIDc -0.103 0.007 0.009 0.018 -0.083
## age_c:thinking_day.grandc:meaning_day.grandc -0.026 -0.428 -0.215 0.095 -0.002
## age_c:thinking_PIDc:meaning_PIDc 0.001 -0.143 0.011 0.000 -0.003
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c 0.000
## sex_bin -0.005 -0.003
## race_bin 0.010 -0.036 -0.044
## work_bin 0.008 0.220 0.051 0.000
## inc_c -0.005 -0.335 0.143 -0.002 0.015
## age_c:thinking_day.grandc 0.005 -0.033 -0.094 -0.024 -0.014
## age_c:meaning_day.grandc -0.003 0.056 -0.023 0.027 -0.051
## thinking_day.grandc:meaning_day.grandc 0.007 -0.041 0.055 -0.061 -0.204
## age_c:thinking_PIDc -0.008 0.005 -0.003 0.000 0.003
## age_c:meaning_PIDc 0.045 -0.002 -0.001 0.001 0.001
## thinking_PIDc:meaning_PIDc 0.182 0.001 -0.022 0.030 0.027
## age_c:thinking_day.grandc:meaning_day.grandc -0.004 0.092 -0.015 0.022 -0.086
## age_c:thinking_PIDc:meaning_PIDc 0.041 0.002 -0.006 0.007 0.002
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.106
## age_c:meaning_day.grandc -0.092 -0.628
## thinking_day.grandc:meaning_day.grandc -0.014 -0.239 0.097
## age_c:thinking_PIDc -0.001 0.003 -0.008 -0.001
## age_c:meaning_PIDc 0.000 -0.001 0.013 -0.005
## thinking_PIDc:meaning_PIDc -0.015 0.008 -0.001 0.022
## age_c:thinking_day.grandc:meaning_day.grandc -0.128 -0.396 0.488 0.403
## age_c:thinking_PIDc:meaning_PIDc -0.005 0.004 0.033 -0.022
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.303
## thinking_PIDc:meaning_PIDc -0.007 0.039
## age_c:thinking_day.grandc:meaning_day.grandc 0.002 0.010 -0.013
## age_c:thinking_PIDc:meaning_PIDc -0.123 0.168 0.136
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.030
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.44229711 -0.55028870 0.03132402 0.49219664 3.98274934
##
## Number of Observations: 2873
## Number of Groups: 201#HAPPY mod1
hmod1 <- lme(happy ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(hmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8388.398 8465.986 -4181.199
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.0192284 (Intr) th_PID
## thinking_PIDc 0.1009733 0.187
## meaning_PIDc 0.2665650 -0.186 -0.177
## Residual 0.8886862
##
## Fixed effects: happy ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.934825 0.07349868 2689 67.14169 0.0000
## age_c 0.002131 0.00586442 199 0.36332 0.7168
## thinking_day.grandc 0.027555 0.06879728 199 0.40052 0.6892
## meaning_day.grandc 0.703767 0.06602644 199 10.65887 0.0000
## thinking_PIDc -0.114962 0.01679185 2689 -6.84632 0.0000
## meaning_PIDc 0.180999 0.02761590 2689 6.55414 0.0000
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.016
## thinking_day.grandc 0.001 0.015
## meaning_day.grandc -0.002 -0.187 -0.595
## thinking_PIDc 0.077 -0.004 -0.016 0.014
## meaning_PIDc -0.123 0.000 0.015 0.003 -0.298
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.09472723 -0.47722460 0.04608912 0.48779939 4.32436726
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
hmod1c <- lme(happy ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(hmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8330.927 8438.194 -4147.464
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.01977806 (Intr) th_PID
## thinking_PIDc 0.09881474 0.118
## meaning_PIDc 0.26709735 -0.188 -0.157
## Residual 0.88632666
##
## Fixed effects: happy ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.917521 0.12384088 2670 39.70838 0.0000
## age_c 0.003399 0.00620233 192 0.54799 0.5843
## thinking_day.grandc 0.035492 0.07141385 192 0.49698 0.6198
## meaning_day.grandc 0.692749 0.06707281 192 10.32831 0.0000
## thinking_PIDc -0.117661 0.01672534 2670 -7.03492 0.0000
## meaning_PIDc 0.183661 0.02772945 2670 6.62333 0.0000
## edu_c 0.007257 0.09104610 192 0.07971 0.9366
## sex_bin -0.207171 0.15409360 192 -1.34445 0.1804
## race_bin 0.083201 0.15681361 192 0.53057 0.5963
## work_bin 0.218103 0.16763095 192 1.30109 0.1948
## inc_c 0.085720 0.06723839 192 1.27487 0.2039
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID mn_PID edu_c sex_bn
## age_c 0.008
## thinking_day.grandc 0.003 0.011
## meaning_day.grandc -0.034 -0.217 -0.576
## thinking_PIDc 0.021 -0.001 -0.009 0.008
## meaning_PIDc -0.074 0.002 0.013 0.004 -0.290
## edu_c -0.062 0.102 -0.074 -0.026 0.003 -0.001
## sex_bin -0.510 -0.180 -0.092 0.127 0.004 -0.006 0.004
## race_bin -0.439 0.229 -0.008 -0.090 0.004 0.004 -0.044 -0.041
## work_bin -0.433 -0.040 0.128 0.017 0.008 0.002 0.221 0.048
## inc_c -0.093 -0.103 -0.120 0.024 -0.009 0.004 -0.326 0.148
## rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.016
## inc_c 0.006 0.017
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.10858872 -0.47326225 0.03808801 0.48808684 4.33264991
##
## Number of Observations: 2873
## Number of Groups: 201#happy mod2
hmod2 <- lme(happy ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(hmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8432.995 8546.354 -4197.498
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.0053283 (Intr) th_PID
## thinking_PIDc 0.1023883 0.128
## meaning_PIDc 0.2576000 -0.148 -0.089
## Residual 0.8875362
##
## Fixed effects: happy ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.830092 0.08466459 2686 57.04974
## age_c 0.005084 0.00593468 196 0.85663
## thinking_day.grandc -0.031282 0.07338957 196 -0.42625
## meaning_day.grandc 0.788836 0.07498458 196 10.51997
## thinking_PIDc -0.121169 0.01692754 2686 -7.15809
## meaning_PIDc 0.198520 0.02762580 2686 7.18604
## age_c:thinking_day.grandc 0.002991 0.00519071 196 0.57614
## age_c:meaning_day.grandc -0.003714 0.00531914 196 -0.69829
## thinking_day.grandc:meaning_day.grandc 0.077444 0.03801507 196 2.03718
## age_c:thinking_PIDc 0.000480 0.00140060 2686 0.34281
## age_c:meaning_PIDc -0.003584 0.00218456 2686 -1.64071
## thinking_PIDc:meaning_PIDc 0.037772 0.01091667 2686 3.46000
## p-value
## (Intercept) 0.0000
## age_c 0.3927
## thinking_day.grandc 0.6704
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## age_c:thinking_day.grandc 0.5652
## age_c:meaning_day.grandc 0.4858
## thinking_day.grandc:meaning_day.grandc 0.0430
## age_c:thinking_PIDc 0.7318
## age_c:meaning_PIDc 0.1010
## thinking_PIDc:meaning_PIDc 0.0005
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.035
## thinking_day.grandc 0.107 -0.042
## meaning_day.grandc -0.230 -0.114 -0.622
## thinking_PIDc 0.058 -0.001 -0.009 0.003
## meaning_PIDc -0.106 -0.001 0.004 0.014 -0.285
## age_c:thinking_day.grandc 0.066 -0.006 -0.198 0.137 0.000
## age_c:meaning_day.grandc -0.121 -0.113 0.238 -0.002 -0.004
## thinking_day.grandc:meaning_day.grandc -0.464 0.151 -0.275 0.412 -0.005
## age_c:thinking_PIDc -0.001 0.046 -0.001 -0.001 0.049
## age_c:meaning_PIDc -0.002 -0.089 0.008 -0.005 -0.013
## thinking_PIDc:meaning_PIDc -0.106 0.009 -0.013 0.028 -0.095
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc 0.007
## age_c:meaning_day.grandc -0.003 -0.545
## thinking_day.grandc:meaning_day.grandc 0.016 -0.114 -0.119
## age_c:thinking_PIDc -0.008 -0.011 0.009 -0.001
## age_c:meaning_PIDc 0.047 0.016 -0.001 -0.005
## thinking_PIDc:meaning_PIDc 0.183 0.003 0.000 0.031
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.320
## thinking_PIDc:meaning_PIDc 0.006 0.022
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.09841917 -0.47487070 0.03467581 0.49408687 4.33976638
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
hmod2c <- lme(happy ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(hmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8375.35 8518.323 -4163.675
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.00517157 (Intr) th_PID
## thinking_PIDc 0.09971668 0.032
## meaning_PIDc 0.25779652 -0.135 -0.057
## Residual 0.88521137
##
## Fixed effects: happy ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 4.847027 0.12758305 2667 37.99115
## age_c 0.006193 0.00623832 189 0.99268
## thinking_day.grandc -0.029875 0.07724749 189 -0.38675
## meaning_day.grandc 0.781896 0.07690259 189 10.16735
## thinking_PIDc -0.124219 0.01683656 2667 -7.37795
## meaning_PIDc 0.201984 0.02770663 2667 7.29010
## edu_c -0.012216 0.09050761 189 -0.13497
## sex_bin -0.221109 0.15434264 189 -1.43258
## race_bin 0.066801 0.15582573 189 0.42869
## work_bin 0.150186 0.17006761 189 0.88310
## inc_c 0.095296 0.06681488 189 1.42627
## age_c:thinking_day.grandc 0.004473 0.00528125 189 0.84703
## age_c:meaning_day.grandc -0.004031 0.00534730 189 -0.75383
## thinking_day.grandc:meaning_day.grandc 0.071567 0.03919159 189 1.82609
## age_c:thinking_PIDc 0.000543 0.00139095 2667 0.39058
## age_c:meaning_PIDc -0.003572 0.00218871 2667 -1.63182
## thinking_PIDc:meaning_PIDc 0.038750 0.01091620 2667 3.54973
## p-value
## (Intercept) 0.0000
## age_c 0.3221
## thinking_day.grandc 0.6994
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## edu_c 0.8928
## sex_bin 0.1536
## race_bin 0.6686
## work_bin 0.3783
## inc_c 0.1554
## age_c:thinking_day.grandc 0.3980
## age_c:meaning_day.grandc 0.4519
## thinking_day.grandc:meaning_day.grandc 0.0694
## age_c:thinking_PIDc 0.6961
## age_c:meaning_PIDc 0.1028
## thinking_PIDc:meaning_PIDc 0.0004
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.015
## thinking_day.grandc 0.052 -0.045
## meaning_day.grandc -0.131 -0.138 -0.622
## thinking_PIDc 0.012 -0.001 -0.003 -0.001
## meaning_PIDc -0.066 0.002 0.002 0.014 -0.275
## edu_c -0.038 0.091 -0.040 -0.060 0.002
## sex_bin -0.505 -0.164 -0.085 0.105 0.002
## race_bin -0.405 0.215 0.021 -0.116 0.000
## work_bin -0.363 -0.056 0.182 -0.094 0.004
## inc_c -0.093 -0.096 -0.137 0.053 -0.004
## age_c:thinking_day.grandc 0.115 0.018 -0.213 0.139 -0.002
## age_c:meaning_day.grandc -0.069 -0.105 0.240 -0.015 0.000
## thinking_day.grandc:meaning_day.grandc -0.248 0.126 -0.309 0.437 -0.003
## age_c:thinking_PIDc 0.001 0.010 -0.001 0.000 0.047
## age_c:meaning_PIDc -0.004 -0.079 0.009 -0.005 -0.013
## thinking_PIDc:meaning_PIDc -0.078 0.014 -0.003 0.021 -0.098
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c -0.001
## sex_bin -0.007 -0.001
## race_bin 0.006 -0.037 -0.043
## work_bin 0.002 0.231 0.049 0.001
## inc_c 0.001 -0.327 0.142 0.001 0.003
## age_c:thinking_day.grandc 0.007 0.004 -0.110 -0.016 -0.053
## age_c:meaning_day.grandc -0.003 0.011 -0.018 0.018 -0.009
## thinking_day.grandc:meaning_day.grandc 0.016 -0.085 0.067 -0.076 -0.185
## age_c:thinking_PIDc -0.008 0.003 -0.002 0.001 -0.001
## age_c:meaning_PIDc 0.041 -0.003 0.003 -0.001 0.005
## thinking_PIDc:meaning_PIDc 0.181 0.003 -0.012 0.019 0.014
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.060
## age_c:meaning_day.grandc -0.032 -0.543
## thinking_day.grandc:meaning_day.grandc 0.042 -0.096 -0.125
## age_c:thinking_PIDc -0.001 -0.004 0.003 -0.002
## age_c:meaning_PIDc 0.002 0.012 0.002 -0.007
## thinking_PIDc:meaning_PIDc -0.011 0.002 0.002 0.027
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.309
## thinking_PIDc:meaning_PIDc 0.008 0.022
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.11517619 -0.47116050 0.03698079 0.49054057 4.35155270
##
## Number of Observations: 2873
## Number of Groups: 201#happy mod3
hmod3 <- lme(happy ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(hmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8457.855 8583.131 -4207.927
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.0053026 (Intr) th_PID
## thinking_PIDc 0.1032806 0.126
## meaning_PIDc 0.2581277 -0.150 -0.089
## Residual 0.8875109
##
## Fixed effects: happy ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.822809 0.08503198 2685 56.71759
## age_c 0.001902 0.00671542 195 0.28328
## thinking_day.grandc -0.045990 0.07526596 195 -0.61103
## meaning_day.grandc 0.795758 0.07537276 195 10.55764
## thinking_PIDc -0.121183 0.01696737 2685 -7.14211
## meaning_PIDc 0.199156 0.02769135 2685 7.19200
## age_c:thinking_day.grandc 0.000968 0.00563692 195 0.17180
## age_c:meaning_day.grandc -0.001022 0.00604142 195 -0.16909
## thinking_day.grandc:meaning_day.grandc 0.092545 0.04159843 195 2.22473
## age_c:thinking_PIDc 0.000370 0.00141674 2685 0.26111
## age_c:meaning_PIDc -0.003352 0.00221988 2685 -1.51015
## thinking_PIDc:meaning_PIDc 0.038536 0.01103556 2685 3.49202
## age_c:thinking_day.grandc:meaning_day.grandc 0.002805 0.00305331 195 0.91881
## age_c:thinking_PIDc:meaning_PIDc 0.000485 0.00087754 2685 0.55302
## p-value
## (Intercept) 0.0000
## age_c 0.7773
## thinking_day.grandc 0.5419
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## age_c:thinking_day.grandc 0.8638
## age_c:meaning_day.grandc 0.8659
## thinking_day.grandc:meaning_day.grandc 0.0272
## age_c:thinking_PIDc 0.7940
## age_c:meaning_PIDc 0.1311
## thinking_PIDc:meaning_PIDc 0.0005
## age_c:thinking_day.grandc:meaning_day.grandc 0.3593
## age_c:thinking_PIDc:meaning_PIDc 0.5803
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.012
## thinking_day.grandc 0.125 0.064
## meaning_day.grandc -0.237 -0.147 -0.626
## thinking_PIDc 0.057 0.000 -0.009 0.003
## meaning_PIDc -0.106 -0.004 0.006 0.014 -0.285
## age_c:thinking_day.grandc 0.097 0.173 -0.091 0.086 0.000
## age_c:meaning_day.grandc -0.150 -0.306 0.099 0.047 -0.003
## thinking_day.grandc:meaning_day.grandc -0.460 -0.061 -0.336 0.416 -0.004
## age_c:thinking_PIDc 0.000 0.056 -0.001 -0.002 0.049
## age_c:meaning_PIDc -0.003 -0.103 0.006 -0.003 -0.014
## thinking_PIDc:meaning_PIDc -0.104 -0.003 -0.009 0.027 -0.095
## age_c:thinking_day.grandc:meaning_day.grandc -0.093 -0.457 -0.222 0.102 0.000
## age_c:thinking_PIDc:meaning_PIDc -0.001 -0.112 0.006 0.002 -0.009
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc 0.008
## age_c:meaning_day.grandc -0.003 -0.627
## thinking_day.grandc:meaning_day.grandc 0.013 -0.255 0.096
## age_c:thinking_PIDc -0.015 -0.008 0.002 -0.001
## age_c:meaning_PIDc 0.054 0.009 0.010 -0.001
## thinking_PIDc:meaning_PIDc 0.187 0.006 -0.001 0.023
## age_c:thinking_day.grandc:meaning_day.grandc -0.003 -0.390 0.474 0.406
## age_c:thinking_PIDc:meaning_PIDc 0.047 -0.007 0.029 -0.011
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.335
## thinking_PIDc:meaning_PIDc -0.013 0.045
## age_c:thinking_day.grandc:meaning_day.grandc -0.006 0.016 -0.007
## age_c:thinking_PIDc:meaning_PIDc -0.135 0.170 0.143
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.023
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.09881243 -0.48302446 0.04010051 0.49217815 4.33782395
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
hmod3c <- lme(happy ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(hmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8400.55 8555.418 -4174.275
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.0061315 (Intr) th_PID
## thinking_PIDc 0.1006659 0.034
## meaning_PIDc 0.2583616 -0.136 -0.056
## Residual 0.8851804
##
## Fixed effects: happy ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 4.844318 0.12774380 2666 37.92214
## age_c 0.003810 0.00695449 188 0.54781
## thinking_day.grandc -0.040782 0.07918148 188 -0.51505
## meaning_day.grandc 0.786390 0.07729583 188 10.17376
## thinking_PIDc -0.124230 0.01687817 2666 -7.36039
## meaning_PIDc 0.202612 0.02777566 2666 7.29457
## edu_c -0.006616 0.09095493 188 -0.07273
## sex_bin -0.222759 0.15449034 188 -1.44189
## race_bin 0.069814 0.15600246 188 0.44752
## work_bin 0.141077 0.17083248 188 0.82582
## inc_c 0.089438 0.06741254 188 1.32672
## age_c:thinking_day.grandc 0.002945 0.00575740 188 0.51145
## age_c:meaning_day.grandc -0.001957 0.00612469 188 -0.31953
## thinking_day.grandc:meaning_day.grandc 0.082651 0.04284888 188 1.92890
## age_c:thinking_PIDc 0.000434 0.00140792 2666 0.30822
## age_c:meaning_PIDc -0.003349 0.00222342 2666 -1.50607
## thinking_PIDc:meaning_PIDc 0.039512 0.01102948 2666 3.58237
## age_c:thinking_day.grandc:meaning_day.grandc 0.002102 0.00311050 188 0.67586
## age_c:thinking_PIDc:meaning_PIDc 0.000489 0.00087735 2666 0.55772
## p-value
## (Intercept) 0.0000
## age_c 0.5845
## thinking_day.grandc 0.6071
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## edu_c 0.9421
## sex_bin 0.1510
## race_bin 0.6550
## work_bin 0.4100
## inc_c 0.1862
## age_c:thinking_day.grandc 0.6096
## age_c:meaning_day.grandc 0.7497
## thinking_day.grandc:meaning_day.grandc 0.0552
## age_c:thinking_PIDc 0.7579
## age_c:meaning_PIDc 0.1322
## thinking_PIDc:meaning_PIDc 0.0003
## age_c:thinking_day.grandc:meaning_day.grandc 0.5000
## age_c:thinking_PIDc:meaning_PIDc 0.5771
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.001
## thinking_day.grandc 0.057 0.052
## meaning_day.grandc -0.133 -0.163 -0.625
## thinking_PIDc 0.012 0.000 -0.003 -0.001
## meaning_PIDc -0.066 -0.001 0.004 0.014 -0.274
## edu_c -0.041 0.043 -0.059 -0.051 0.002
## sex_bin -0.505 -0.140 -0.080 0.103 0.003
## race_bin -0.405 0.182 0.016 -0.113 0.000
## work_bin -0.359 -0.014 0.195 -0.101 0.004
## inc_c -0.089 -0.031 -0.106 0.040 -0.004
## age_c:thinking_day.grandc 0.117 0.184 -0.106 0.091 -0.002
## age_c:meaning_day.grandc -0.074 -0.293 0.100 0.032 -0.001
## thinking_day.grandc:meaning_day.grandc -0.238 -0.067 -0.363 0.436 -0.003
## age_c:thinking_PIDc 0.001 0.024 -0.002 0.000 0.047
## age_c:meaning_PIDc -0.004 -0.094 0.007 -0.004 -0.014
## thinking_PIDc:meaning_PIDc -0.077 0.002 0.000 0.020 -0.098
## age_c:thinking_day.grandc:meaning_day.grandc -0.028 -0.429 -0.216 0.092 0.000
## age_c:thinking_PIDc:meaning_PIDc -0.003 -0.108 0.008 0.001 -0.008
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c -0.001
## sex_bin -0.007 -0.002
## race_bin 0.006 -0.035 -0.044
## work_bin 0.003 0.221 0.050 -0.001
## inc_c 0.002 -0.335 0.143 -0.002 0.014
## age_c:thinking_day.grandc 0.009 -0.032 -0.094 -0.024 -0.014
## age_c:meaning_day.grandc -0.004 0.053 -0.023 0.028 -0.049
## thinking_day.grandc:meaning_day.grandc 0.011 -0.041 0.055 -0.060 -0.203
## age_c:thinking_PIDc -0.015 0.003 -0.002 0.000 -0.001
## age_c:meaning_PIDc 0.048 -0.002 0.002 0.000 0.005
## thinking_PIDc:meaning_PIDc 0.186 0.002 -0.012 0.019 0.015
## age_c:thinking_day.grandc:meaning_day.grandc -0.005 0.090 -0.016 0.024 -0.085
## age_c:thinking_PIDc:meaning_PIDc 0.047 -0.001 -0.003 0.006 0.004
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.105
## age_c:meaning_day.grandc -0.089 -0.628
## thinking_day.grandc:meaning_day.grandc -0.013 -0.240 0.095
## age_c:thinking_PIDc -0.001 -0.004 -0.002 0.000
## age_c:meaning_PIDc 0.000 0.006 0.012 -0.004
## thinking_PIDc:meaning_PIDc -0.010 0.005 0.001 0.018
## age_c:thinking_day.grandc:meaning_day.grandc -0.127 -0.396 0.486 0.402
## age_c:thinking_PIDc:meaning_PIDc -0.002 -0.002 0.028 -0.013
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.324
## thinking_PIDc:meaning_PIDc -0.012 0.045
## age_c:thinking_day.grandc:meaning_day.grandc -0.003 0.015 -0.007
## age_c:thinking_PIDc:meaning_PIDc -0.139 0.168 0.139
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.023
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.11631037 -0.47073027 0.03666254 0.49370478 4.35046999
##
## Number of Observations: 2873
## Number of Groups: 201#PROUD mod1
pmod1 <- lme(proud ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(pmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8534.533 8612.121 -4254.267
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2412816 (Intr) th_PID
## thinking_PIDc 0.1395016 -0.023
## meaning_PIDc 0.2235421 -0.057 -0.441
## Residual 0.9034720
##
## Fixed effects: proud ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.055580 0.08879874 2689 45.67160 0.0000
## age_c -0.000830 0.00712979 199 -0.11637 0.9075
## thinking_day.grandc 0.285515 0.08378051 199 3.40789 0.0008
## meaning_day.grandc 0.657501 0.08043769 199 8.17404 0.0000
## thinking_PIDc -0.031443 0.01868189 2689 -1.68307 0.0925
## meaning_PIDc 0.167586 0.02539148 2689 6.60007 0.0000
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.015
## thinking_day.grandc 0.001 0.014
## meaning_day.grandc -0.002 -0.186 -0.596
## thinking_PIDc -0.012 0.001 0.000 -0.002
## meaning_PIDc -0.035 0.000 0.003 0.004 -0.421
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.4310251 -0.4767198 0.0133935 0.5220963 4.4182841
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
pmod1c <- lme(proud ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(pmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8475.525 8582.792 -4219.762
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2165818 (Intr) th_PID
## thinking_PIDc 0.1405981 -0.077
## meaning_PIDc 0.2229496 -0.025 -0.433
## Residual 0.9025337
##
## Fixed effects: proud ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.101162 0.14731229 2670 27.839915 0.0000
## age_c 0.003729 0.00739112 192 0.504552 0.6145
## thinking_day.grandc 0.299226 0.08518273 192 3.512751 0.0006
## meaning_day.grandc 0.624310 0.07995134 192 7.808619 0.0000
## thinking_PIDc -0.032358 0.01877268 2670 -1.723658 0.0849
## meaning_PIDc 0.169160 0.02545195 2670 6.646249 0.0000
## edu_c -0.184031 0.10858515 192 -1.694808 0.0917
## sex_bin -0.477177 0.18379937 192 -2.596184 0.0102
## race_bin 0.357607 0.18699301 192 1.912408 0.0573
## work_bin 0.033356 0.19987546 192 0.166884 0.8676
## inc_c 0.121898 0.08020750 192 1.519788 0.1302
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID mn_PID edu_c sex_bn
## age_c 0.009
## thinking_day.grandc 0.003 0.009
## meaning_day.grandc -0.034 -0.216 -0.577
## thinking_PIDc -0.022 0.002 0.004 -0.006
## meaning_PIDc -0.012 0.001 0.000 0.005 -0.418
## edu_c -0.062 0.103 -0.074 -0.026 0.001 0.000
## sex_bin -0.512 -0.182 -0.092 0.127 -0.003 -0.001 0.004
## race_bin -0.440 0.229 -0.008 -0.090 -0.001 0.004 -0.044 -0.041
## work_bin -0.433 -0.040 0.127 0.016 0.000 0.003 0.221 0.049
## inc_c -0.093 -0.104 -0.121 0.024 0.002 -0.002 -0.326 0.149
## rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.017
## inc_c 0.006 0.017
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.43828133 -0.47278614 0.01401501 0.52169406 4.45256039
##
## Number of Observations: 2873
## Number of Groups: 201#proud mod2
pmod2 <- lme(proud ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(pmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8577.213 8690.572 -4269.607
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2257119 (Intr) th_PID
## thinking_PIDc 0.1406095 -0.044
## meaning_PIDc 0.2273578 -0.007 -0.474
## Residual 0.9016507
##
## Fixed effects: proud ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.057173 0.10231704 2686 39.65295
## age_c 0.001227 0.00717729 196 0.17090
## thinking_day.grandc 0.221003 0.08919222 196 2.47782
## meaning_day.grandc 0.685529 0.09108286 196 7.52644
## thinking_PIDc -0.036435 0.01878004 2686 -1.94008
## meaning_PIDc 0.179365 0.02611207 2686 6.86906
## age_c:thinking_day.grandc 0.014979 0.00630468 196 2.37578
## age_c:meaning_day.grandc -0.014622 0.00645569 196 -2.26491
## thinking_day.grandc:meaning_day.grandc 0.004887 0.04614574 196 0.10590
## age_c:thinking_PIDc -0.001860 0.00154532 2686 -1.20362
## age_c:meaning_PIDc -0.002511 0.00206642 2686 -1.21505
## thinking_PIDc:meaning_PIDc 0.029014 0.01091568 2686 2.65797
## p-value
## (Intercept) 0.0000
## age_c 0.8645
## thinking_day.grandc 0.0141
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0525
## meaning_PIDc 0.0000
## age_c:thinking_day.grandc 0.0185
## age_c:meaning_day.grandc 0.0246
## thinking_day.grandc:meaning_day.grandc 0.9158
## age_c:thinking_PIDc 0.2288
## age_c:meaning_PIDc 0.2245
## thinking_PIDc:meaning_PIDc 0.0079
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.035
## thinking_day.grandc 0.107 -0.042
## meaning_day.grandc -0.229 -0.115 -0.623
## thinking_PIDc -0.014 -0.001 0.003 -0.003
## meaning_PIDc -0.022 0.002 -0.003 0.007 -0.437
## age_c:thinking_day.grandc 0.066 -0.006 -0.198 0.137 -0.001
## age_c:meaning_day.grandc -0.121 -0.114 0.238 -0.003 0.002
## thinking_day.grandc:meaning_day.grandc -0.465 0.151 -0.276 0.412 0.000
## age_c:thinking_PIDc 0.000 -0.023 0.000 0.001 0.037
## age_c:meaning_PIDc -0.002 -0.003 0.002 -0.001 -0.016
## thinking_PIDc:meaning_PIDc -0.089 0.009 -0.006 0.018 -0.073
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc 0.001
## age_c:meaning_day.grandc -0.001 -0.546
## thinking_day.grandc:meaning_day.grandc 0.007 -0.114 -0.120
## age_c:thinking_PIDc -0.012 0.003 -0.004 -0.001
## age_c:meaning_PIDc 0.054 0.000 0.002 -0.001
## thinking_PIDc:meaning_PIDc 0.198 0.001 0.001 0.028
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.468
## thinking_PIDc:meaning_PIDc 0.010 0.022
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.62584377 -0.46262647 0.01927339 0.51694946 4.33392227
##
## Number of Observations: 2894
## Number of Groups: 203p3<- plot_model(pmod2,
type = "pred",
terms = c("thinking_day.grandc", "age_c"),
title = c(""),
axis.title = c("x" = "Cognitive Engagement (b)", "y" = "Feeling Proud at Work"),
legend.title = "Age",
plot.title = element_text(face = "bold", hjust = 0.5))
p3+ scale_color_hue (labels = c("Younger", "Mean", "Older")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
p4<- plot_model(pmod2,
type = "pred",
terms = c("meaning_day.grandc", "age_c"),
title = c(""),
axis.title = c("x" = "Meaningfulness (b)", "y" = "Feeling Proud at Work"),
legend.title = "Age",
plot.title = element_text(face = "bold", hjust = 0.5))
p4+ scale_color_hue (labels = c("Younger", "Mean", "Older")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
#covariates
pmod2c <- lme(proud ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(pmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8515.637 8658.609 -4233.819
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.1932599 (Intr) th_PID
## thinking_PIDc 0.1415573 -0.111
## meaning_PIDc 0.2271230 0.038 -0.467
## Residual 0.9006969
##
## Fixed effects: proud ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 4.123287 0.15048453 2667 27.400072
## age_c 0.006057 0.00735494 189 0.823514
## thinking_day.grandc 0.226745 0.09129153 189 2.483752
## meaning_day.grandc 0.658503 0.09078954 189 7.253066
## thinking_PIDc -0.037593 0.01886212 2667 -1.993030
## meaning_PIDc 0.181696 0.02618296 2667 6.939472
## edu_c -0.188709 0.10693153 189 -1.764763
## sex_bin -0.529524 0.18238421 189 -2.903342
## race_bin 0.349844 0.18410001 189 1.900293
## work_bin 0.032872 0.20088925 189 0.163631
## inc_c 0.135703 0.07894094 189 1.719039
## age_c:thinking_day.grandc 0.017899 0.00623790 189 2.869363
## age_c:meaning_day.grandc -0.015068 0.00631044 189 -2.387736
## thinking_day.grandc:meaning_day.grandc 0.001184 0.04627830 189 0.025592
## age_c:thinking_PIDc -0.001867 0.00154866 2667 -1.205300
## age_c:meaning_PIDc -0.002440 0.00206918 2667 -1.179372
## thinking_PIDc:meaning_PIDc 0.030393 0.01093123 2667 2.780420
## p-value
## (Intercept) 0.0000
## age_c 0.4113
## thinking_day.grandc 0.0139
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0464
## meaning_PIDc 0.0000
## edu_c 0.0792
## sex_bin 0.0041
## race_bin 0.0589
## work_bin 0.8702
## inc_c 0.0872
## age_c:thinking_day.grandc 0.0046
## age_c:meaning_day.grandc 0.0179
## thinking_day.grandc:meaning_day.grandc 0.9796
## age_c:thinking_PIDc 0.2282
## age_c:meaning_PIDc 0.2384
## thinking_PIDc:meaning_PIDc 0.0055
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.016
## thinking_day.grandc 0.052 -0.045
## meaning_day.grandc -0.130 -0.139 -0.623
## thinking_PIDc -0.026 -0.001 0.005 -0.005
## meaning_PIDc -0.003 0.004 -0.004 0.004 -0.435
## edu_c -0.038 0.091 -0.040 -0.061 0.000
## sex_bin -0.506 -0.165 -0.086 0.105 -0.003
## race_bin -0.405 0.216 0.022 -0.116 -0.004
## work_bin -0.363 -0.056 0.182 -0.095 -0.005
## inc_c -0.094 -0.096 -0.138 0.054 0.006
## age_c:thinking_day.grandc 0.115 0.018 -0.213 0.139 0.001
## age_c:meaning_day.grandc -0.069 -0.106 0.240 -0.015 0.004
## thinking_day.grandc:meaning_day.grandc -0.248 0.125 -0.310 0.438 0.003
## age_c:thinking_PIDc 0.000 -0.052 0.001 0.001 0.034
## age_c:meaning_PIDc 0.000 0.022 0.000 -0.001 -0.016
## thinking_PIDc:meaning_PIDc -0.067 0.015 0.004 0.010 -0.075
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c 0.000
## sex_bin -0.002 -0.001
## race_bin 0.007 -0.037 -0.043
## work_bin 0.006 0.231 0.049 0.000
## inc_c -0.006 -0.327 0.142 0.001 0.002
## age_c:thinking_day.grandc -0.001 0.004 -0.109 -0.017 -0.052
## age_c:meaning_day.grandc -0.001 0.011 -0.019 0.019 -0.009
## thinking_day.grandc:meaning_day.grandc 0.004 -0.086 0.067 -0.076 -0.185
## age_c:thinking_PIDc -0.012 0.004 -0.002 0.001 0.004
## age_c:meaning_PIDc 0.049 -0.001 -0.001 0.001 -0.002
## thinking_PIDc:meaning_PIDc 0.198 0.001 -0.015 0.020 0.017
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.061
## age_c:meaning_day.grandc -0.032 -0.544
## thinking_day.grandc:meaning_day.grandc 0.043 -0.095 -0.125
## age_c:thinking_PIDc -0.001 0.008 -0.008 -0.003
## age_c:meaning_PIDc 0.000 -0.006 0.005 0.000
## thinking_PIDc:meaning_PIDc -0.011 0.000 0.003 0.023
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.464
## thinking_PIDc:meaning_PIDc 0.012 0.023
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.63011724 -0.46161498 0.01624358 0.52113654 4.36043713
##
## Number of Observations: 2873
## Number of Groups: 201#plot age X thinking (b) ON pride
pp1<- plot_model(pmod2c,
type = "pred",
terms = c("age_c", "thinking_day.grandc"),
title = c(""),
axis.title = c("x" = "Age (centered)", "y" = "Feeling Proud at Work"),
legend.title = "Cognitive Engagement at Work (b)",
plot.title = element_text(face = "bold", hjust = 0.5))
pp1+ scale_color_hue (labels = c("Low (-1SD)", "Mean", "High (+1SD)")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
pp2<- plot_model(pmod2c,
type = "pred",
terms = c("thinking_day.grandc", "age_c"),
title = c(""),
axis.title = c("x" = "Cognitive Engagement at Work (b)", "y" = "Feeling Proud at Work"),
legend.title = "Age",
plot.title = element_text(face = "bold", hjust = 0.5))
pp2+ scale_color_hue (labels = c("Younger (-1SD)", "Mean", "Older (+1SD)")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
#proud mod3
pmod3 <- lme(proud ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(pmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8600.79 8726.066 -4279.395
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2275026 (Intr) th_PID
## thinking_PIDc 0.1409173 -0.044
## meaning_PIDc 0.2278960 0.002 -0.464
## Residual 0.9013137
##
## Fixed effects: proud ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.056324 0.10291588 2685 39.41397
## age_c -0.000108 0.00812285 195 -0.01324
## thinking_day.grandc 0.219204 0.09162037 195 2.39252
## meaning_day.grandc 0.686892 0.09168623 195 7.49177
## thinking_PIDc -0.036542 0.01879433 2685 -1.94430
## meaning_PIDc 0.181153 0.02617930 2685 6.91971
## age_c:thinking_day.grandc 0.014813 0.00685738 195 2.16013
## age_c:meaning_day.grandc -0.014197 0.00733668 195 -1.93512
## thinking_day.grandc:meaning_day.grandc 0.005902 0.05056585 195 0.11671
## age_c:thinking_PIDc -0.002106 0.00155580 2685 -1.35353
## age_c:meaning_PIDc -0.001990 0.00210237 2685 -0.94677
## thinking_PIDc:meaning_PIDc 0.031155 0.01101935 2685 2.82729
## age_c:thinking_day.grandc:meaning_day.grandc 0.000369 0.00370636 195 0.09962
## age_c:thinking_PIDc:meaning_PIDc 0.001247 0.00087366 2685 1.42786
## p-value
## (Intercept) 0.0000
## age_c 0.9895
## thinking_day.grandc 0.0177
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0520
## meaning_PIDc 0.0000
## age_c:thinking_day.grandc 0.0320
## age_c:meaning_day.grandc 0.0544
## thinking_day.grandc:meaning_day.grandc 0.9072
## age_c:thinking_PIDc 0.1760
## age_c:meaning_PIDc 0.3438
## thinking_PIDc:meaning_PIDc 0.0047
## age_c:thinking_day.grandc:meaning_day.grandc 0.9207
## age_c:thinking_PIDc:meaning_PIDc 0.1534
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.012
## thinking_day.grandc 0.125 0.065
## meaning_day.grandc -0.237 -0.148 -0.627
## thinking_PIDc -0.014 -0.001 0.003 -0.003
## meaning_PIDc -0.017 -0.001 -0.002 0.005 -0.433
## age_c:thinking_day.grandc 0.098 0.173 -0.091 0.086 -0.001
## age_c:meaning_day.grandc -0.151 -0.307 0.100 0.045 0.001
## thinking_day.grandc:meaning_day.grandc -0.461 -0.062 -0.337 0.416 0.000
## age_c:thinking_PIDc -0.001 -0.011 -0.001 0.001 0.037
## age_c:meaning_PIDc -0.001 -0.015 0.002 -0.001 -0.016
## thinking_PIDc:meaning_PIDc -0.086 0.001 -0.002 0.016 -0.073
## age_c:thinking_day.grandc:meaning_day.grandc -0.094 -0.458 -0.222 0.101 0.000
## age_c:thinking_PIDc:meaning_PIDc 0.002 -0.093 0.006 0.000 -0.001
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc 0.002
## age_c:meaning_day.grandc -0.001 -0.628
## thinking_day.grandc:meaning_day.grandc 0.004 -0.254 0.095
## age_c:thinking_PIDc -0.017 0.002 -0.005 0.001
## age_c:meaning_PIDc 0.061 -0.001 0.006 -0.003
## thinking_PIDc:meaning_PIDc 0.203 0.005 -0.001 0.019
## age_c:thinking_day.grandc:meaning_day.grandc -0.002 -0.390 0.473 0.405
## age_c:thinking_PIDc:meaning_PIDc 0.048 0.000 0.020 -0.013
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.474
## thinking_PIDc:meaning_PIDc -0.004 0.045
## age_c:thinking_day.grandc:meaning_day.grandc 0.000 0.004 -0.009
## age_c:thinking_PIDc:meaning_PIDc -0.109 0.177 0.133
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.018
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.56623040 -0.46462491 0.01566966 0.51419062 4.28875302
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
pmod3c <- lme(proud ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(pmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8538.969 8693.837 -4243.484
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.1946707 (Intr) th_PID
## thinking_PIDc 0.1418653 -0.114
## meaning_PIDc 0.2277559 0.047 -0.457
## Residual 0.9003281
##
## Fixed effects: proud ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF
## (Intercept) 4.124587 0.15070580 2666
## age_c 0.005863 0.00819135 188
## thinking_day.grandc 0.231903 0.09358827 188
## meaning_day.grandc 0.656916 0.09126594 188
## thinking_PIDc -0.037652 0.01887604 2666
## meaning_PIDc 0.183569 0.02625461 2666
## edu_c -0.191288 0.10748054 188
## sex_bin -0.530768 0.18259735 188
## race_bin 0.348778 0.18434503 188
## work_bin 0.039006 0.20182156 188
## inc_c 0.138153 0.07965079 188
## age_c:thinking_day.grandc 0.018666 0.00680270 188
## age_c:meaning_day.grandc -0.015806 0.00722451 188
## thinking_day.grandc:meaning_day.grandc -0.004678 0.05059213 188
## age_c:thinking_PIDc -0.002134 0.00155957 2666
## age_c:meaning_PIDc -0.001895 0.00210510 2666
## thinking_PIDc:meaning_PIDc 0.032621 0.01102815 2666
## age_c:thinking_day.grandc:meaning_day.grandc -0.000846 0.00366988 188
## age_c:thinking_PIDc:meaning_PIDc 0.001309 0.00087464 2666
## t-value p-value
## (Intercept) 27.368466 0.0000
## age_c 0.715807 0.4750
## thinking_day.grandc 2.477906 0.0141
## meaning_day.grandc 7.197821 0.0000
## thinking_PIDc -1.994721 0.0462
## meaning_PIDc 6.991874 0.0000
## edu_c -1.779745 0.0767
## sex_bin -2.906770 0.0041
## race_bin 1.891987 0.0600
## work_bin 0.193272 0.8470
## inc_c 1.734478 0.0845
## age_c:thinking_day.grandc 2.743980 0.0067
## age_c:meaning_day.grandc -2.187888 0.0299
## thinking_day.grandc:meaning_day.grandc -0.092457 0.9264
## age_c:thinking_PIDc -1.368156 0.1714
## age_c:meaning_PIDc -0.900420 0.3680
## thinking_PIDc:meaning_PIDc 2.958003 0.0031
## age_c:thinking_day.grandc:meaning_day.grandc -0.230481 0.8180
## age_c:thinking_PIDc:meaning_PIDc 1.496810 0.1346
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.002
## thinking_day.grandc 0.057 0.053
## meaning_day.grandc -0.132 -0.164 -0.625
## thinking_PIDc -0.026 -0.001 0.005 -0.005
## meaning_PIDc 0.001 0.000 -0.003 0.003 -0.430
## edu_c -0.041 0.042 -0.059 -0.052 0.000
## sex_bin -0.505 -0.141 -0.081 0.103 -0.003
## race_bin -0.406 0.183 0.016 -0.114 -0.004
## work_bin -0.359 -0.014 0.195 -0.102 -0.005
## inc_c -0.089 -0.031 -0.107 0.041 0.006
## age_c:thinking_day.grandc 0.117 0.184 -0.105 0.091 0.001
## age_c:meaning_day.grandc -0.074 -0.293 0.100 0.031 0.003
## thinking_day.grandc:meaning_day.grandc -0.239 -0.068 -0.364 0.436 0.002
## age_c:thinking_PIDc -0.001 -0.040 0.000 0.002 0.034
## age_c:meaning_PIDc 0.001 0.009 0.001 -0.001 -0.015
## thinking_PIDc:meaning_PIDc -0.066 0.007 0.007 0.009 -0.075
## age_c:thinking_day.grandc:meaning_day.grandc -0.029 -0.430 -0.216 0.092 -0.001
## age_c:thinking_PIDc:meaning_PIDc 0.003 -0.091 0.007 0.000 0.001
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c 0.000
## sex_bin -0.002 -0.002
## race_bin 0.007 -0.035 -0.044
## work_bin 0.006 0.222 0.050 -0.002
## inc_c -0.006 -0.335 0.143 -0.003 0.013
## age_c:thinking_day.grandc 0.000 -0.032 -0.094 -0.025 -0.014
## age_c:meaning_day.grandc -0.001 0.054 -0.024 0.029 -0.049
## thinking_day.grandc:meaning_day.grandc 0.001 -0.042 0.055 -0.060 -0.203
## age_c:thinking_PIDc -0.017 0.003 -0.001 0.000 0.004
## age_c:meaning_PIDc 0.057 -0.001 -0.002 0.001 -0.002
## thinking_PIDc:meaning_PIDc 0.202 0.001 -0.016 0.020 0.018
## age_c:thinking_day.grandc:meaning_day.grandc -0.002 0.090 -0.016 0.024 -0.085
## age_c:thinking_PIDc:meaning_PIDc 0.047 0.004 -0.005 0.003 0.001
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.105
## age_c:meaning_day.grandc -0.089 -0.629
## thinking_day.grandc:meaning_day.grandc -0.011 -0.240 0.094
## age_c:thinking_PIDc -0.001 0.006 -0.007 0.000
## age_c:meaning_PIDc -0.001 -0.005 0.006 -0.003
## thinking_PIDc:meaning_PIDc -0.010 0.005 -0.001 0.014
## age_c:thinking_day.grandc:meaning_day.grandc -0.126 -0.397 0.485 0.401
## age_c:thinking_PIDc:meaning_PIDc -0.004 0.004 0.020 -0.015
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.470
## thinking_PIDc:meaning_PIDc -0.002 0.045
## age_c:thinking_day.grandc:meaning_day.grandc 0.002 0.001 -0.010
## age_c:thinking_PIDc:meaning_PIDc -0.112 0.176 0.128
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.019
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.56640827 -0.46211466 0.02013075 0.51709684 4.31199200
##
## Number of Observations: 2873
## Number of Groups: 201#CALM mod1
cmod1 <- lme(calm ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(cmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9028.749 9106.337 -4501.375
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.02948264 (Intr) th_PID
## thinking_PIDc 0.07288195 0.479
## meaning_PIDc 0.23448813 -0.178 0.124
## Residual 1.01171105
##
## Fixed effects: calm ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 5.241785 0.07475942 2689 70.11538 0.0000
## age_c 0.005373 0.00594871 199 0.90317 0.3675
## thinking_day.grandc -0.132355 0.06969503 199 -1.89906 0.0590
## meaning_day.grandc 0.406952 0.06668427 199 6.10266 0.0000
## thinking_PIDc -0.123419 0.01725104 2689 -7.15430 0.0000
## meaning_PIDc 0.091851 0.02735207 2689 3.35810 0.0008
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.016
## thinking_day.grandc 0.001 0.014
## meaning_day.grandc -0.002 -0.185 -0.593
## thinking_PIDc 0.138 -0.010 -0.026 0.028
## meaning_PIDc -0.104 0.001 0.019 -0.001 -0.256
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.84664479 -0.43348862 0.09592394 0.54387512 4.49290849
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
cmod1c <- lme(calm ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(cmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8989.661 9096.928 -4476.831
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.03673729 (Intr) th_PID
## thinking_PIDc 0.07485147 0.457
## meaning_PIDc 0.23482934 -0.207 0.128
## Residual 1.01290369
##
## Fixed effects: calm ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.142186 0.12629939 2670 40.71426 0.0000
## age_c 0.009087 0.00632251 192 1.43727 0.1523
## thinking_day.grandc -0.140415 0.07266468 192 -1.93238 0.0548
## meaning_day.grandc 0.390070 0.06804988 192 5.73211 0.0000
## thinking_PIDc -0.123610 0.01738746 2670 -7.10914 0.0000
## meaning_PIDc 0.093976 0.02749647 2670 3.41776 0.0006
## edu_c 0.035481 0.09254138 192 0.38341 0.7018
## sex_bin -0.047924 0.15688926 192 -0.30546 0.7603
## race_bin 0.332284 0.15956928 192 2.08238 0.0386
## work_bin -0.016417 0.17045106 192 -0.09631 0.9234
## inc_c 0.011074 0.06834488 192 0.16203 0.8714
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID mn_PID edu_c sex_bn
## age_c 0.008
## thinking_day.grandc 0.003 0.011
## meaning_day.grandc -0.034 -0.216 -0.574
## thinking_PIDc 0.062 -0.008 -0.020 0.027
## meaning_PIDc -0.065 0.001 0.018 0.000 -0.254
## edu_c -0.062 0.102 -0.075 -0.024 0.007 -0.005
## sex_bin -0.509 -0.181 -0.093 0.130 0.013 -0.008 0.005
## race_bin -0.438 0.229 -0.008 -0.093 0.011 -0.002 -0.044 -0.041
## work_bin -0.432 -0.039 0.128 0.018 0.017 -0.006 0.221 0.049
## inc_c -0.093 -0.103 -0.119 0.023 -0.022 0.014 -0.325 0.148
## rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.016
## inc_c 0.008 0.017
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.8665925 -0.4362212 0.1027589 0.5425814 4.4880272
##
## Number of Observations: 2873
## Number of Groups: 201#calm mod2
cmod2 <- lme(calm ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(cmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9080.731 9194.089 -4521.365
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.00798957 (Intr) th_PID
## thinking_PIDc 0.07481209 0.398
## meaning_PIDc 0.23916365 -0.167 0.102
## Residual 1.01129362
##
## Fixed effects: calm ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 5.129188 0.08554299 2686 59.96036
## age_c 0.007582 0.00599521 196 1.26467
## thinking_day.grandc -0.210983 0.07377527 196 -2.85980
## meaning_day.grandc 0.511168 0.07528126 196 6.79011
## thinking_PIDc -0.123930 0.01746726 2686 -7.09500
## meaning_PIDc 0.092076 0.02823305 2686 3.26130
## age_c:thinking_day.grandc 0.002511 0.00522317 196 0.48066
## age_c:meaning_day.grandc -0.005744 0.00535015 196 -1.07357
## thinking_day.grandc:meaning_day.grandc 0.117958 0.03825081 196 3.08380
## age_c:thinking_PIDc -0.001203 0.00145482 2686 -0.82693
## age_c:meaning_PIDc 0.001650 0.00223267 2686 0.73891
## thinking_PIDc:meaning_PIDc -0.003852 0.01208182 2686 -0.31882
## p-value
## (Intercept) 0.0000
## age_c 0.2075
## thinking_day.grandc 0.0047
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0011
## age_c:thinking_day.grandc 0.6313
## age_c:meaning_day.grandc 0.2843
## thinking_day.grandc:meaning_day.grandc 0.0023
## age_c:thinking_PIDc 0.4083
## age_c:meaning_PIDc 0.4600
## thinking_PIDc:meaning_PIDc 0.7499
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.035
## thinking_day.grandc 0.108 -0.043
## meaning_day.grandc -0.230 -0.112 -0.620
## thinking_PIDc 0.116 -0.002 -0.018 0.012
## meaning_PIDc -0.110 -0.001 0.008 0.012 -0.270
## age_c:thinking_day.grandc 0.065 -0.005 -0.196 0.136 0.002
## age_c:meaning_day.grandc -0.120 -0.112 0.237 0.002 -0.010
## thinking_day.grandc:meaning_day.grandc -0.463 0.151 -0.275 0.413 -0.009
## age_c:thinking_PIDc -0.003 0.102 0.000 -0.005 0.062
## age_c:meaning_PIDc -0.003 -0.090 0.007 -0.004 -0.016
## thinking_PIDc:meaning_PIDc -0.114 0.010 -0.021 0.033 -0.093
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc 0.008
## age_c:meaning_day.grandc -0.002 -0.544
## thinking_day.grandc:meaning_day.grandc 0.015 -0.114 -0.117
## age_c:thinking_PIDc -0.011 -0.022 0.022 0.000
## age_c:meaning_PIDc 0.054 0.022 -0.007 -0.002
## thinking_PIDc:meaning_PIDc 0.200 0.004 -0.001 0.031
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.312
## thinking_PIDc:meaning_PIDc 0.006 0.027
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.87526694 -0.43013409 0.09285848 0.54918027 4.48400052
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
cmod2c <- lme(calm ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(cmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9041.875 9184.847 -4496.937
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.01441940 (Intr) th_PID
## thinking_PIDc 0.07645017 0.371
## meaning_PIDc 0.23974833 -0.183 0.105
## Residual 1.01251278
##
## Fixed effects: calm ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 5.061512 0.12927070 2667 39.15436
## age_c 0.010905 0.00633770 189 1.72061
## thinking_day.grandc -0.233043 0.07801203 189 -2.98727
## meaning_day.grandc 0.504066 0.07759938 189 6.49575
## thinking_PIDc -0.124370 0.01759729 2667 -7.06757
## meaning_PIDc 0.094532 0.02839058 2667 3.32970
## edu_c 0.014213 0.09140118 189 0.15550
## sex_bin -0.023080 0.15603585 189 -0.14792
## race_bin 0.288095 0.15747863 189 1.82943
## work_bin -0.122159 0.17183638 189 -0.71090
## inc_c 0.022880 0.06745871 189 0.33917
## age_c:thinking_day.grandc 0.003166 0.00533856 189 0.59307
## age_c:meaning_day.grandc -0.005831 0.00540510 189 -1.07873
## thinking_day.grandc:meaning_day.grandc 0.120076 0.03964911 189 3.02847
## age_c:thinking_PIDc -0.001192 0.00146222 2667 -0.81540
## age_c:meaning_PIDc 0.001510 0.00224255 2667 0.67316
## thinking_PIDc:meaning_PIDc -0.003572 0.01214558 2667 -0.29411
## p-value
## (Intercept) 0.0000
## age_c 0.0870
## thinking_day.grandc 0.0032
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0009
## edu_c 0.8766
## sex_bin 0.8826
## race_bin 0.0689
## work_bin 0.4780
## inc_c 0.7349
## age_c:thinking_day.grandc 0.5538
## age_c:meaning_day.grandc 0.2821
## thinking_day.grandc:meaning_day.grandc 0.0028
## age_c:thinking_PIDc 0.4149
## age_c:meaning_PIDc 0.5009
## thinking_PIDc:meaning_PIDc 0.7687
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.015
## thinking_day.grandc 0.053 -0.045
## meaning_day.grandc -0.132 -0.137 -0.620
## thinking_PIDc 0.059 -0.002 -0.012 0.008
## meaning_PIDc -0.074 0.001 0.006 0.014 -0.269
## edu_c -0.038 0.090 -0.042 -0.059 0.006
## sex_bin -0.505 -0.164 -0.086 0.107 0.012
## race_bin -0.404 0.214 0.022 -0.117 0.008
## work_bin -0.361 -0.057 0.182 -0.095 0.016
## inc_c -0.094 -0.095 -0.136 0.051 -0.017
## age_c:thinking_day.grandc 0.114 0.018 -0.212 0.137 -0.003
## age_c:meaning_day.grandc -0.068 -0.104 0.238 -0.011 -0.008
## thinking_day.grandc:meaning_day.grandc -0.248 0.125 -0.309 0.438 -0.012
## age_c:thinking_PIDc 0.000 0.093 -0.003 -0.002 0.059
## age_c:meaning_PIDc -0.007 -0.097 0.010 -0.005 -0.017
## thinking_PIDc:meaning_PIDc -0.083 0.015 -0.014 0.028 -0.095
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c -0.004
## sex_bin -0.009 -0.001
## race_bin 0.002 -0.037 -0.043
## work_bin -0.005 0.231 0.049 0.001
## inc_c 0.010 -0.327 0.141 0.002 0.003
## age_c:thinking_day.grandc 0.011 0.007 -0.109 -0.017 -0.051
## age_c:meaning_day.grandc -0.003 0.011 -0.019 0.019 -0.010
## thinking_day.grandc:meaning_day.grandc 0.017 -0.086 0.068 -0.076 -0.187
## age_c:thinking_PIDc -0.011 0.000 0.002 -0.001 -0.009
## age_c:meaning_PIDc 0.049 -0.004 0.004 0.000 0.009
## thinking_PIDc:meaning_PIDc 0.199 0.007 -0.009 0.019 0.010
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.059
## age_c:meaning_day.grandc -0.031 -0.541
## thinking_day.grandc:meaning_day.grandc 0.042 -0.096 -0.123
## age_c:thinking_PIDc -0.003 -0.020 0.021 0.003
## age_c:meaning_PIDc 0.004 0.022 -0.006 -0.005
## thinking_PIDc:meaning_PIDc -0.012 0.003 0.000 0.026
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.309
## thinking_PIDc:meaning_PIDc 0.008 0.028
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.8784745 -0.4283701 0.0938583 0.5420684 4.4801548
##
## Number of Observations: 2873
## Number of Groups: 201#calm mod3
cmod3 <- lme(calm ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(cmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9105.455 9230.732 -4531.728
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.00946451 (Intr) th_PID
## thinking_PIDc 0.07975145 0.368
## meaning_PIDc 0.24031532 -0.163 0.085
## Residual 1.01072860
##
## Fixed effects: calm ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 5.129143 0.08603332 2685 59.61810
## age_c 0.006899 0.00679735 195 1.01493
## thinking_day.grandc -0.210466 0.07580678 195 -2.77635
## meaning_day.grandc 0.511742 0.07584273 195 6.74741
## thinking_PIDc -0.124399 0.01763841 2685 -7.05276
## meaning_PIDc 0.093751 0.02835603 2685 3.30620
## age_c:thinking_day.grandc 0.002583 0.00568434 195 0.45447
## age_c:meaning_day.grandc -0.005722 0.00609286 195 -0.93910
## thinking_day.grandc:meaning_day.grandc 0.116887 0.04194539 195 2.78665
## age_c:thinking_PIDc -0.001396 0.00148178 2685 -0.94184
## age_c:meaning_PIDc 0.002077 0.00227885 2685 0.91145
## thinking_PIDc:meaning_PIDc -0.002083 0.01221230 2685 -0.17055
## age_c:thinking_day.grandc:meaning_day.grandc -0.000093 0.00308359 195 -0.03003
## age_c:thinking_PIDc:meaning_PIDc 0.000999 0.00097105 2685 1.02908
## p-value
## (Intercept) 0.0000
## age_c 0.3114
## thinking_day.grandc 0.0060
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0010
## age_c:thinking_day.grandc 0.6500
## age_c:meaning_day.grandc 0.3488
## thinking_day.grandc:meaning_day.grandc 0.0059
## age_c:thinking_PIDc 0.3464
## age_c:meaning_PIDc 0.3621
## thinking_PIDc:meaning_PIDc 0.8646
## age_c:thinking_day.grandc:meaning_day.grandc 0.9761
## age_c:thinking_PIDc:meaning_PIDc 0.3035
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.011
## thinking_day.grandc 0.125 0.063
## meaning_day.grandc -0.238 -0.146 -0.625
## thinking_PIDc 0.112 -0.002 -0.018 0.011
## meaning_PIDc -0.107 -0.005 0.009 0.011 -0.271
## age_c:thinking_day.grandc 0.096 0.174 -0.090 0.084 0.001
## age_c:meaning_day.grandc -0.149 -0.306 0.098 0.051 -0.008
## thinking_day.grandc:meaning_day.grandc -0.459 -0.061 -0.336 0.418 -0.008
## age_c:thinking_PIDc -0.002 0.107 0.000 -0.005 0.061
## age_c:meaning_PIDc -0.004 -0.103 0.005 -0.002 -0.017
## thinking_PIDc:meaning_PIDc -0.111 -0.003 -0.017 0.031 -0.093
## age_c:thinking_day.grandc:meaning_day.grandc -0.092 -0.456 -0.222 0.105 0.002
## age_c:thinking_PIDc:meaning_PIDc 0.000 -0.120 0.005 0.000 -0.009
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc 0.008
## age_c:meaning_day.grandc -0.002 -0.626
## thinking_day.grandc:meaning_day.grandc 0.011 -0.254 0.099
## age_c:thinking_PIDc -0.018 -0.015 0.012 0.000
## age_c:meaning_PIDc 0.063 0.013 0.004 0.000
## thinking_PIDc:meaning_PIDc 0.205 0.006 -0.003 0.022
## age_c:thinking_day.grandc:meaning_day.grandc -0.003 -0.391 0.475 0.406
## age_c:thinking_PIDc:meaning_PIDc 0.053 -0.014 0.028 -0.011
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.330
## thinking_PIDc:meaning_PIDc -0.013 0.051
## age_c:thinking_day.grandc:meaning_day.grandc -0.009 0.014 -0.008
## age_c:thinking_PIDc:meaning_PIDc -0.136 0.186 0.138
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.022
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.88299658 -0.42716152 0.08940935 0.53893427 4.47908619
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
cmod3c <- lme(calm ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(cmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9066.478 9221.346 -4507.239
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.01595785 (Intr) th_PID
## thinking_PIDc 0.08146092 0.342
## meaning_PIDc 0.24096806 -0.179 0.086
## Residual 1.01191867
##
## Fixed effects: calm ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 5.060781 0.12954234 2666 39.06661
## age_c 0.009979 0.00707275 188 1.41092
## thinking_day.grandc -0.233625 0.08005572 188 -2.91828
## meaning_day.grandc 0.505204 0.07810586 188 6.46820
## thinking_PIDc -0.124798 0.01777297 2666 -7.02180
## meaning_PIDc 0.096244 0.02851767 2666 3.37489
## edu_c 0.014705 0.09195620 188 0.15991
## sex_bin -0.023547 0.15634075 188 -0.15061
## race_bin 0.288529 0.15781691 188 1.82825
## work_bin -0.121611 0.17279593 188 -0.70378
## inc_c 0.022234 0.06814199 188 0.32628
## age_c:thinking_day.grandc 0.003085 0.00582731 188 0.52932
## age_c:meaning_day.grandc -0.005589 0.00620322 188 -0.90094
## thinking_day.grandc:meaning_day.grandc 0.120206 0.04340507 188 2.76940
## age_c:thinking_PIDc -0.001397 0.00149014 2666 -0.93757
## age_c:meaning_PIDc 0.001951 0.00228845 2666 0.85259
## thinking_PIDc:meaning_PIDc -0.001816 0.01226936 2666 -0.14803
## age_c:thinking_day.grandc:meaning_day.grandc 0.000135 0.00315589 188 0.04274
## age_c:thinking_PIDc:meaning_PIDc 0.001036 0.00097584 2666 1.06191
## p-value
## (Intercept) 0.0000
## age_c 0.1599
## thinking_day.grandc 0.0039
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0007
## edu_c 0.8731
## sex_bin 0.8804
## race_bin 0.0691
## work_bin 0.4824
## inc_c 0.7446
## age_c:thinking_day.grandc 0.5972
## age_c:meaning_day.grandc 0.3688
## thinking_day.grandc:meaning_day.grandc 0.0062
## age_c:thinking_PIDc 0.3486
## age_c:meaning_PIDc 0.3940
## thinking_PIDc:meaning_PIDc 0.8823
## age_c:thinking_day.grandc:meaning_day.grandc 0.9660
## age_c:thinking_PIDc:meaning_PIDc 0.2884
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.001
## thinking_day.grandc 0.058 0.052
## meaning_day.grandc -0.134 -0.163 -0.623
## thinking_PIDc 0.058 -0.003 -0.012 0.008
## meaning_PIDc -0.073 -0.003 0.007 0.013 -0.270
## edu_c -0.041 0.042 -0.060 -0.050 0.006
## sex_bin -0.504 -0.140 -0.081 0.105 0.012
## race_bin -0.405 0.181 0.016 -0.115 0.007
## work_bin -0.357 -0.016 0.195 -0.102 0.015
## inc_c -0.089 -0.030 -0.105 0.038 -0.017
## age_c:thinking_day.grandc 0.116 0.185 -0.104 0.088 -0.004
## age_c:meaning_day.grandc -0.074 -0.292 0.098 0.037 -0.006
## thinking_day.grandc:meaning_day.grandc -0.238 -0.067 -0.363 0.438 -0.010
## age_c:thinking_PIDc 0.001 0.099 -0.003 -0.003 0.058
## age_c:meaning_PIDc -0.008 -0.109 0.008 -0.004 -0.017
## thinking_PIDc:meaning_PIDc -0.083 0.002 -0.011 0.027 -0.095
## age_c:thinking_day.grandc:meaning_day.grandc -0.029 -0.428 -0.216 0.095 0.003
## age_c:thinking_PIDc:meaning_PIDc -0.004 -0.115 0.008 -0.001 -0.006
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c -0.004
## sex_bin -0.009 -0.002
## race_bin 0.002 -0.035 -0.044
## work_bin -0.004 0.222 0.050 -0.001
## inc_c 0.010 -0.334 0.142 -0.001 0.014
## age_c:thinking_day.grandc 0.011 -0.030 -0.094 -0.025 -0.013
## age_c:meaning_day.grandc -0.004 0.054 -0.024 0.028 -0.050
## thinking_day.grandc:meaning_day.grandc 0.012 -0.041 0.056 -0.060 -0.205
## age_c:thinking_PIDc -0.018 0.000 0.002 -0.002 -0.009
## age_c:meaning_PIDc 0.058 -0.003 0.003 0.001 0.009
## thinking_PIDc:meaning_PIDc 0.204 0.005 -0.009 0.020 0.012
## age_c:thinking_day.grandc:meaning_day.grandc -0.005 0.091 -0.015 0.024 -0.085
## age_c:thinking_PIDc:meaning_PIDc 0.053 0.000 -0.002 0.005 0.009
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.104
## age_c:meaning_day.grandc -0.089 -0.627
## thinking_day.grandc:meaning_day.grandc -0.013 -0.241 0.098
## age_c:thinking_PIDc -0.001 -0.014 0.010 0.002
## age_c:meaning_PIDc 0.001 0.013 0.005 -0.002
## thinking_PIDc:meaning_PIDc -0.011 0.004 -0.001 0.018
## age_c:thinking_day.grandc:meaning_day.grandc -0.127 -0.397 0.488 0.403
## age_c:thinking_PIDc:meaning_PIDc -0.005 -0.012 0.028 -0.012
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.327
## thinking_PIDc:meaning_PIDc -0.011 0.051
## age_c:thinking_day.grandc:meaning_day.grandc -0.008 0.015 -0.007
## age_c:thinking_PIDc:meaning_PIDc -0.139 0.184 0.133
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.021
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.87811504 -0.43178155 0.09555012 0.53752056 4.47508418
##
## Number of Observations: 2873
## Number of Groups: 201#CURIOUS mod1
cumod1 <- lme(curious ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(cumod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9600.981 9678.569 -4787.491
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2275951 (Intr) th_PID
## thinking_PIDc 0.1377402 0.184
## meaning_PIDc 0.2026998 0.537 0.002
## Residual 1.1152393
##
## Fixed effects: curious ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 3.349316 0.08871975 2689 37.75164 0.0000
## age_c -0.007135 0.00675635 199 -1.05603 0.2922
## thinking_day.grandc 0.269897 0.07989901 199 3.37797 0.0009
## meaning_day.grandc 0.458265 0.07700451 199 5.95114 0.0000
## thinking_PIDc 0.033980 0.02116018 2689 1.60584 0.1084
## meaning_PIDc 0.205450 0.02711816 2689 7.57611 0.0000
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.015
## thinking_day.grandc 0.001 0.024
## meaning_day.grandc -0.002 -0.194 -0.594
## thinking_PIDc 0.082 -0.009 0.009 0.011
## meaning_PIDc 0.274 0.001 -0.035 -0.031 -0.309
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.53942777 -0.51423702 -0.05808858 0.51630332 4.51999976
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
cumod1c <- lme(curious ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(cumod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9545.468 9652.735 -4754.734
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2026384 (Intr) th_PID
## thinking_PIDc 0.1384193 0.240
## meaning_PIDc 0.2023441 0.480 -0.008
## Residual 1.1161338
##
## Fixed effects: curious ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 3.676818 0.14274980 2670 25.757080 0.0000
## age_c -0.006695 0.00702895 192 -0.952536 0.3420
## thinking_day.grandc 0.247151 0.08156459 192 3.030121 0.0028
## meaning_day.grandc 0.448723 0.07683697 192 5.839935 0.0000
## thinking_PIDc 0.033114 0.02126396 2670 1.557276 0.1195
## meaning_PIDc 0.203593 0.02727437 2670 7.464627 0.0000
## edu_c 0.100395 0.10304439 192 0.974285 0.3311
## sex_bin -0.372961 0.17432663 192 -2.139438 0.0337
## race_bin -0.331378 0.17806529 192 -1.860990 0.0643
## work_bin -0.201066 0.19036160 192 -1.056232 0.2922
## inc_c 0.010803 0.07610098 192 0.141956 0.8873
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID mn_PID edu_c sex_bn
## age_c 0.005
## thinking_day.grandc 0.003 0.018
## meaning_day.grandc -0.033 -0.221 -0.575
## thinking_PIDc 0.068 -0.013 0.002 0.016
## meaning_PIDc 0.157 -0.004 -0.032 -0.028 -0.310
## edu_c -0.060 0.102 -0.069 -0.029 -0.004 0.000
## sex_bin -0.500 -0.176 -0.092 0.123 0.008 0.014 0.002
## race_bin -0.436 0.228 -0.008 -0.089 -0.008 -0.017 -0.042 -0.037
## work_bin -0.425 -0.037 0.128 0.020 -0.006 -0.018 0.219 0.044
## inc_c -0.094 -0.104 -0.117 0.025 0.008 0.000 -0.329 0.149
## rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.012
## inc_c 0.008 0.022
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.50578885 -0.51997200 -0.05428184 0.51513489 4.52391795
##
## Number of Observations: 2873
## Number of Groups: 201#curious mod2
cumod2 <- lme(curious ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(cumod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9658.063 9771.421 -4810.031
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2307862 (Intr) th_PID
## thinking_PIDc 0.1383320 0.196
## meaning_PIDc 0.2046977 0.543 -0.022
## Residual 1.1154352
##
## Fixed effects: curious ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 3.363391 0.10277562 2686 32.72558
## age_c -0.009033 0.00725437 196 -1.24523
## thinking_day.grandc 0.242774 0.08562786 196 2.83522
## meaning_day.grandc 0.471547 0.08782276 196 5.36930
## thinking_PIDc 0.035724 0.02124707 2686 1.68134
## meaning_PIDc 0.195231 0.02811103 2686 6.94499
## age_c:thinking_day.grandc 0.006509 0.00610106 196 1.06694
## age_c:meaning_day.grandc -0.007716 0.00628314 196 -1.22801
## thinking_day.grandc:meaning_day.grandc 0.010751 0.04492447 196 0.23930
## age_c:thinking_PIDc 0.000415 0.00176106 2686 0.23546
## age_c:meaning_PIDc -0.002923 0.00220835 2686 -1.32373
## thinking_PIDc:meaning_PIDc -0.013903 0.01275716 2686 -1.08981
## p-value
## (Intercept) 0.0000
## age_c 0.2145
## thinking_day.grandc 0.0051
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0928
## meaning_PIDc 0.0000
## age_c:thinking_day.grandc 0.2873
## age_c:meaning_day.grandc 0.2209
## thinking_day.grandc:meaning_day.grandc 0.8111
## age_c:thinking_PIDc 0.8139
## age_c:meaning_PIDc 0.1857
## thinking_PIDc:meaning_PIDc 0.2759
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.033
## thinking_day.grandc 0.099 -0.039
## meaning_day.grandc -0.217 -0.112 -0.616
## thinking_PIDc 0.092 -0.006 0.012 0.002
## meaning_PIDc 0.230 0.017 -0.026 -0.051 -0.316
## age_c:thinking_day.grandc 0.070 -0.007 -0.194 0.130 0.010
## age_c:meaning_day.grandc -0.121 -0.108 0.233 0.003 -0.012
## thinking_day.grandc:meaning_day.grandc -0.451 0.146 -0.259 0.404 -0.020
## age_c:thinking_PIDc -0.010 0.083 0.002 -0.007 0.044
## age_c:meaning_PIDc -0.005 0.267 -0.036 0.022 -0.014
## thinking_PIDc:meaning_PIDc -0.098 0.020 -0.034 -0.004 -0.053
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc -0.028
## age_c:meaning_day.grandc 0.011 -0.542
## thinking_day.grandc:meaning_day.grandc -0.033 -0.126 -0.114
## age_c:thinking_PIDc -0.009 0.013 0.000 0.017
## age_c:meaning_PIDc 0.062 -0.058 -0.016 0.035
## thinking_PIDc:meaning_PIDc 0.241 -0.009 0.003 0.026
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.362
## thinking_PIDc:meaning_PIDc 0.012 0.027
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.50874062 -0.50383044 -0.05205118 0.52091923 4.53642556
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
cumod2c <- lme(curious ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(cumod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9601.628 9744.601 -4776.814
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2010564 (Intr) th_PID
## thinking_PIDc 0.1388924 0.250
## meaning_PIDc 0.2045346 0.482 -0.028
## Residual 1.1163281
##
## Fixed effects: curious ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 3.691703 0.14833648 2667 24.887358
## age_c -0.008004 0.00742847 189 -1.077444
## thinking_day.grandc 0.201747 0.08835497 189 2.283375
## meaning_day.grandc 0.486883 0.08821572 189 5.519230
## thinking_PIDc 0.034834 0.02135039 2667 1.631561
## meaning_PIDc 0.192963 0.02826804 2667 6.826174
## edu_c 0.093571 0.10302452 189 0.908240
## sex_bin -0.382730 0.17570935 189 -2.178199
## race_bin -0.353857 0.17813709 189 -1.986429
## work_bin -0.233103 0.19425399 189 -1.199990
## inc_c 0.020661 0.07602259 189 0.271776
## age_c:thinking_day.grandc 0.009246 0.00609409 189 1.517264
## age_c:meaning_day.grandc -0.007889 0.00619033 189 -1.274477
## thinking_day.grandc:meaning_day.grandc 0.023985 0.04538114 189 0.528517
## age_c:thinking_PIDc 0.000425 0.00176556 2667 0.240513
## age_c:meaning_PIDc -0.002719 0.00221905 2667 -1.225196
## thinking_PIDc:meaning_PIDc -0.014112 0.01285997 2667 -1.097391
## p-value
## (Intercept) 0.0000
## age_c 0.2827
## thinking_day.grandc 0.0235
## meaning_day.grandc 0.0000
## thinking_PIDc 0.1029
## meaning_PIDc 0.0000
## edu_c 0.3649
## sex_bin 0.0306
## race_bin 0.0484
## work_bin 0.2316
## inc_c 0.7861
## age_c:thinking_day.grandc 0.1309
## age_c:meaning_day.grandc 0.2041
## thinking_day.grandc:meaning_day.grandc 0.5978
## age_c:thinking_PIDc 0.8100
## age_c:meaning_PIDc 0.2206
## thinking_PIDc:meaning_PIDc 0.2726
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.017
## thinking_day.grandc 0.051 -0.044
## meaning_day.grandc -0.126 -0.134 -0.616
## thinking_PIDc 0.077 -0.010 0.006 0.006
## meaning_PIDc 0.136 0.012 -0.020 -0.046 -0.318
## edu_c -0.037 0.088 -0.040 -0.060 -0.003
## sex_bin -0.494 -0.156 -0.083 0.101 0.010
## race_bin -0.402 0.206 0.018 -0.115 -0.009
## work_bin -0.357 -0.054 0.179 -0.089 -0.003
## inc_c -0.094 -0.094 -0.130 0.050 0.008
## age_c:thinking_day.grandc 0.115 0.018 -0.208 0.131 0.009
## age_c:meaning_day.grandc -0.069 -0.102 0.233 -0.008 -0.013
## thinking_day.grandc:meaning_day.grandc -0.248 0.123 -0.296 0.429 -0.019
## age_c:thinking_PIDc -0.013 0.098 0.000 -0.005 0.041
## age_c:meaning_PIDc 0.004 0.231 -0.035 0.020 -0.014
## thinking_PIDc:meaning_PIDc -0.079 0.029 -0.025 -0.009 -0.057
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c 0.005
## sex_bin 0.009 -0.004
## race_bin -0.005 -0.035 -0.040
## work_bin -0.004 0.227 0.044 0.005
## inc_c -0.007 -0.331 0.143 0.003 0.009
## age_c:thinking_day.grandc -0.026 0.011 -0.111 -0.010 -0.052
## age_c:meaning_day.grandc 0.011 0.010 -0.016 0.014 -0.010
## thinking_day.grandc:meaning_day.grandc -0.030 -0.082 0.066 -0.077 -0.181
## age_c:thinking_PIDc -0.009 -0.008 0.012 -0.001 -0.001
## age_c:meaning_PIDc 0.058 0.011 -0.010 0.003 -0.014
## thinking_PIDc:meaning_PIDc 0.240 0.007 -0.023 0.037 0.022
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.054
## age_c:meaning_day.grandc -0.025 -0.539
## thinking_day.grandc:meaning_day.grandc 0.037 -0.106 -0.119
## age_c:thinking_PIDc 0.004 0.006 0.004 0.018
## age_c:meaning_PIDc -0.007 -0.046 -0.017 0.034
## thinking_PIDc:meaning_PIDc -0.017 -0.008 0.003 0.016
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.362
## thinking_PIDc:meaning_PIDc 0.014 0.028
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.46809123 -0.51324783 -0.05253568 0.52242378 4.53961185
##
## Number of Observations: 2873
## Number of Groups: 201#curious mod3
cumod3 <- lme(curious ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(cumod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9681.787 9807.063 -4819.893
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2313742 (Intr) th_PID
## thinking_PIDc 0.1374075 0.199
## meaning_PIDc 0.2044134 0.548 -0.016
## Residual 1.1156920
##
## Fixed effects: curious ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 3.371863 0.10320257 2685 32.67228
## age_c -0.004583 0.00815555 195 -0.56193
## thinking_day.grandc 0.264289 0.08783816 195 3.00881
## meaning_day.grandc 0.462480 0.08823686 195 5.24135
## thinking_PIDc 0.035475 0.02120687 2685 1.67281
## meaning_PIDc 0.193850 0.02813669 2685 6.88958
## age_c:thinking_day.grandc 0.009381 0.00661252 195 1.41874
## age_c:meaning_day.grandc -0.011281 0.00711486 195 -1.58559
## thinking_day.grandc:meaning_day.grandc -0.009903 0.04909195 195 -0.20173
## age_c:thinking_PIDc 0.000539 0.00176607 2685 0.30526
## age_c:meaning_PIDc -0.003148 0.00226377 2685 -1.39067
## thinking_PIDc:meaning_PIDc -0.014673 0.01284490 2685 -1.14234
## age_c:thinking_day.grandc:meaning_day.grandc -0.003941 0.00363368 195 -1.08471
## age_c:thinking_PIDc:meaning_PIDc -0.000677 0.00102575 2685 -0.66040
## p-value
## (Intercept) 0.0000
## age_c 0.5748
## thinking_day.grandc 0.0030
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0945
## meaning_PIDc 0.0000
## age_c:thinking_day.grandc 0.1576
## age_c:meaning_day.grandc 0.1145
## thinking_day.grandc:meaning_day.grandc 0.8403
## age_c:thinking_PIDc 0.7602
## age_c:meaning_PIDc 0.1644
## thinking_PIDc:meaning_PIDc 0.2534
## age_c:thinking_day.grandc:meaning_day.grandc 0.2794
## age_c:thinking_PIDc:meaning_PIDc 0.5091
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.007
## thinking_day.grandc 0.115 0.067
## meaning_day.grandc -0.223 -0.143 -0.619
## thinking_PIDc 0.091 -0.009 0.010 0.003
## meaning_PIDc 0.231 0.003 -0.029 -0.050 -0.314
## age_c:thinking_day.grandc 0.097 0.168 -0.088 0.081 0.005
## age_c:meaning_day.grandc -0.147 -0.293 0.094 0.050 -0.006
## thinking_day.grandc:meaning_day.grandc -0.446 -0.058 -0.321 0.408 -0.015
## age_c:thinking_PIDc -0.011 0.087 0.004 -0.007 0.043
## age_c:meaning_PIDc 0.003 0.231 -0.026 0.015 -0.013
## thinking_PIDc:meaning_PIDc -0.093 0.016 -0.028 -0.007 -0.052
## age_c:thinking_day.grandc:meaning_day.grandc -0.086 -0.446 -0.225 0.101 0.009
## age_c:thinking_PIDc:meaning_PIDc 0.019 -0.098 -0.002 -0.010 0.005
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc -0.033
## age_c:meaning_day.grandc 0.017 -0.622
## thinking_day.grandc:meaning_day.grandc -0.026 -0.261 0.098
## age_c:thinking_PIDc -0.014 0.018 -0.003 0.014
## age_c:meaning_PIDc 0.072 -0.042 -0.036 0.010
## thinking_PIDc:meaning_PIDc 0.246 -0.003 -0.009 0.011
## age_c:thinking_day.grandc:meaning_day.grandc 0.016 -0.386 0.469 0.403
## age_c:thinking_PIDc:meaning_PIDc 0.055 -0.024 -0.012 -0.026
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.371
## thinking_PIDc:meaning_PIDc 0.001 0.053
## age_c:thinking_day.grandc:meaning_day.grandc -0.009 -0.039 -0.021
## age_c:thinking_PIDc:meaning_PIDc -0.096 0.219 0.119
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.007
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.51632898 -0.49742557 -0.05301547 0.51876522 4.53219117
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
cumod3c <- lme(curious ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(cumod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9625.466 9780.334 -4786.733
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2025829 (Intr) th_PID
## thinking_PIDc 0.1378276 0.254
## meaning_PIDc 0.2044322 0.489 -0.023
## Residual 1.1165992
##
## Fixed effects: curious ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF
## (Intercept) 3.693780 0.14843736 2666
## age_c -0.003954 0.00824638 188
## thinking_day.grandc 0.222222 0.09049477 188
## meaning_day.grandc 0.479110 0.08857929 188
## thinking_PIDc 0.034608 0.02130335 2666
## meaning_PIDc 0.191587 0.02829962 2666
## edu_c 0.081657 0.10339239 188
## sex_bin -0.379187 0.17564516 188
## race_bin -0.357295 0.17809888 188
## work_bin -0.215499 0.19488021 188
## inc_c 0.032310 0.07666003 188
## age_c:thinking_day.grandc 0.012016 0.00662687 188
## age_c:meaning_day.grandc -0.011333 0.00706055 188
## thinking_day.grandc:meaning_day.grandc 0.004355 0.04955166 188
## age_c:thinking_PIDc 0.000556 0.00177071 2666
## age_c:meaning_PIDc -0.002963 0.00227401 2666
## thinking_PIDc:meaning_PIDc -0.014947 0.01293984 2666
## age_c:thinking_day.grandc:meaning_day.grandc -0.003722 0.00362414 188
## age_c:thinking_PIDc:meaning_PIDc -0.000688 0.00103262 2666
## t-value p-value
## (Intercept) 24.884437 0.0000
## age_c -0.479442 0.6322
## thinking_day.grandc 2.455632 0.0150
## meaning_day.grandc 5.408827 0.0000
## thinking_PIDc 1.624520 0.1044
## meaning_PIDc 6.769944 0.0000
## edu_c 0.789779 0.4307
## sex_bin -2.158823 0.0321
## race_bin -2.006162 0.0463
## work_bin -1.105805 0.2702
## inc_c 0.421469 0.6739
## age_c:thinking_day.grandc 1.813214 0.0714
## age_c:meaning_day.grandc -1.605099 0.1102
## thinking_day.grandc:meaning_day.grandc 0.087891 0.9301
## age_c:thinking_PIDc 0.313979 0.7536
## age_c:meaning_PIDc -1.302768 0.1928
## thinking_PIDc:meaning_PIDc -1.155142 0.2481
## age_c:thinking_day.grandc:meaning_day.grandc -1.027041 0.3057
## age_c:thinking_PIDc:meaning_PIDc -0.666183 0.5054
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.006
## thinking_day.grandc 0.055 0.054
## meaning_day.grandc -0.128 -0.158 -0.618
## thinking_PIDc 0.078 -0.013 0.004 0.007
## meaning_PIDc 0.139 -0.001 -0.024 -0.046 -0.316
## edu_c -0.038 0.041 -0.057 -0.052 -0.002
## sex_bin -0.493 -0.134 -0.078 0.100 0.010
## race_bin -0.402 0.178 0.013 -0.113 -0.009
## work_bin -0.353 -0.014 0.192 -0.096 -0.003
## inc_c -0.090 -0.027 -0.098 0.038 0.007
## age_c:thinking_day.grandc 0.115 0.183 -0.102 0.084 0.005
## age_c:meaning_day.grandc -0.073 -0.283 0.094 0.038 -0.008
## thinking_day.grandc:meaning_day.grandc -0.238 -0.065 -0.351 0.429 -0.014
## age_c:thinking_PIDc -0.015 0.103 0.002 -0.005 0.041
## age_c:meaning_PIDc 0.009 0.202 -0.026 0.014 -0.013
## thinking_PIDc:meaning_PIDc -0.076 0.024 -0.020 -0.012 -0.056
## age_c:thinking_day.grandc:meaning_day.grandc -0.025 -0.423 -0.218 0.092 0.009
## age_c:thinking_PIDc:meaning_PIDc 0.018 -0.094 0.000 -0.013 0.007
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c 0.009
## sex_bin 0.008 -0.006
## race_bin -0.005 -0.033 -0.040
## work_bin -0.005 0.219 0.045 0.003
## inc_c -0.010 -0.338 0.143 0.001 0.019
## age_c:thinking_day.grandc -0.032 -0.024 -0.097 -0.016 -0.015
## age_c:meaning_day.grandc 0.018 0.048 -0.020 0.021 -0.049
## thinking_day.grandc:meaning_day.grandc -0.022 -0.042 0.056 -0.063 -0.199
## age_c:thinking_PIDc -0.014 -0.012 0.013 -0.001 -0.001
## age_c:meaning_PIDc 0.068 0.015 -0.013 0.001 -0.008
## thinking_PIDc:meaning_PIDc 0.245 0.009 -0.025 0.036 0.025
## age_c:thinking_day.grandc:meaning_day.grandc 0.017 0.084 -0.012 0.019 -0.084
## age_c:thinking_PIDc:meaning_PIDc 0.055 0.034 -0.014 -0.003 0.011
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.100
## age_c:meaning_day.grandc -0.083 -0.623
## thinking_day.grandc:meaning_day.grandc -0.018 -0.246 0.097
## age_c:thinking_PIDc 0.009 0.013 -0.001 0.015
## age_c:meaning_PIDc -0.009 -0.033 -0.034 0.011
## thinking_PIDc:meaning_PIDc -0.017 -0.003 -0.008 0.004
## age_c:thinking_day.grandc:meaning_day.grandc -0.130 -0.393 0.481 0.400
## age_c:thinking_PIDc:meaning_PIDc -0.030 -0.025 -0.008 -0.026
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.371
## thinking_PIDc:meaning_PIDc 0.002 0.053
## age_c:thinking_day.grandc:meaning_day.grandc -0.012 -0.034 -0.019
## age_c:thinking_PIDc:meaning_PIDc -0.099 0.218 0.115
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.010
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.47540867 -0.50802162 -0.05428379 0.52112865 4.53762635
##
## Number of Observations: 2873
## Number of Groups: 201#ENGAGED mod1
emod1 <- lme(engaged ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(emod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9126.311 9203.895 -4550.156
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.90338784 (Intr) th_PID
## thinking_PIDc 0.09752686 0.086
## meaning_PIDc 0.23071628 -0.226 -0.413
## Residual 1.04169896
##
## Fixed effects: engaged ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 5.133036 0.06640498 2688 77.29896 0.0000
## age_c 0.004359 0.00530001 199 0.82237 0.4119
## thinking_day.grandc 0.067224 0.06218366 199 1.08106 0.2810
## meaning_day.grandc 0.565435 0.05971433 199 9.46899 0.0000
## thinking_PIDc 0.069333 0.01865360 2688 3.71685 0.0002
## meaning_PIDc 0.289215 0.02745575 2688 10.53386 0.0000
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.016
## thinking_day.grandc 0.002 0.015
## meaning_day.grandc -0.002 -0.186 -0.595
## thinking_PIDc 0.031 -0.001 -0.010 0.005
## meaning_PIDc -0.128 0.001 0.016 0.008 -0.393
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.12313151 -0.42958691 0.07728171 0.51020352 4.75427918
##
## Number of Observations: 2893
## Number of Groups: 203#covariates
emod1c <- lme(engaged ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(emod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9071.619 9178.879 -4517.809
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.90603513 (Intr) th_PID
## thinking_PIDc 0.09893586 0.085
## meaning_PIDc 0.23153024 -0.204 -0.424
## Residual 1.03989449
##
## Fixed effects: engaged ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.205507 0.11222137 2669 46.38606 0.0000
## age_c 0.001283 0.00562258 192 0.22815 0.8198
## thinking_day.grandc 0.066527 0.06471548 192 1.02799 0.3052
## meaning_day.grandc 0.583898 0.06077420 192 9.60766 0.0000
## thinking_PIDc 0.067957 0.01873462 2669 3.62734 0.0003
## meaning_PIDc 0.287461 0.02758483 2669 10.42098 0.0000
## edu_c -0.084942 0.08248095 192 -1.02983 0.3044
## sex_bin 0.114492 0.13965048 192 0.81985 0.4133
## race_bin -0.229445 0.14208123 192 -1.61489 0.1080
## work_bin -0.121502 0.15190188 192 -0.79987 0.4248
## inc_c -0.011982 0.06092853 192 -0.19665 0.8443
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID mn_PID edu_c sex_bn
## age_c 0.009
## thinking_day.grandc 0.003 0.011
## meaning_day.grandc -0.034 -0.216 -0.576
## thinking_PIDc 0.012 0.000 -0.007 0.004
## meaning_PIDc -0.069 0.003 0.014 0.005 -0.396
## edu_c -0.061 0.103 -0.073 -0.025 0.003 -0.002
## sex_bin -0.510 -0.180 -0.092 0.127 0.001 -0.006 0.004
## race_bin -0.440 0.228 -0.009 -0.090 0.004 0.005 -0.045 -0.041
## work_bin -0.433 -0.040 0.128 0.017 0.008 0.002 0.220 0.049
## inc_c -0.094 -0.105 -0.119 0.023 -0.007 0.004 -0.326 0.148
## rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.015
## inc_c 0.007 0.018
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.11942900 -0.42820202 0.07001258 0.51140867 4.77838616
##
## Number of Observations: 2872
## Number of Groups: 201#engaged mod2
emod2 <- lme(engaged ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(emod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9179.691 9293.043 -4570.845
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.89486701 (Intr) th_PID
## thinking_PIDc 0.09422202 0.075
## meaning_PIDc 0.23404586 -0.226 -0.424
## Residual 1.04152311
##
## Fixed effects: engaged ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 5.215439 0.07700079 2685 67.73227
## age_c 0.003753 0.00538679 196 0.69663
## thinking_day.grandc 0.073285 0.06635163 196 1.10450
## meaning_day.grandc 0.510611 0.06788065 196 7.52219
## thinking_PIDc 0.066875 0.01862864 2685 3.58989
## meaning_PIDc 0.292091 0.02823550 2685 10.34480
## age_c:thinking_day.grandc 0.005786 0.00469685 196 1.23181
## age_c:meaning_day.grandc -0.008133 0.00481782 196 -1.68803
## thinking_day.grandc:meaning_day.grandc -0.058270 0.03441713 196 -1.69306
## age_c:thinking_PIDc -0.002949 0.00154462 2685 -1.90946
## age_c:meaning_PIDc 0.001833 0.00223745 2685 0.81902
## thinking_PIDc:meaning_PIDc 0.004925 0.01223348 2685 0.40256
## p-value
## (Intercept) 0.0000
## age_c 0.4869
## thinking_day.grandc 0.2707
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0003
## meaning_PIDc 0.0000
## age_c:thinking_day.grandc 0.2195
## age_c:meaning_day.grandc 0.0930
## thinking_day.grandc:meaning_day.grandc 0.0920
## age_c:thinking_PIDc 0.0563
## age_c:meaning_PIDc 0.4128
## thinking_PIDc:meaning_PIDc 0.6873
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.035
## thinking_day.grandc 0.106 -0.042
## meaning_day.grandc -0.230 -0.112 -0.621
## thinking_PIDc 0.033 0.000 -0.009 0.001
## meaning_PIDc -0.143 -0.002 0.007 0.024 -0.400
## age_c:thinking_day.grandc 0.065 -0.005 -0.198 0.138 -0.003
## age_c:meaning_day.grandc -0.120 -0.111 0.238 -0.001 -0.001
## thinking_day.grandc:meaning_day.grandc -0.464 0.152 -0.274 0.412 -0.001
## age_c:thinking_PIDc 0.001 0.019 -0.001 0.000 0.054
## age_c:meaning_PIDc -0.003 -0.120 0.013 -0.007 -0.023
## thinking_PIDc:meaning_PIDc -0.132 0.011 -0.008 0.035 -0.086
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc 0.011
## age_c:meaning_day.grandc -0.004 -0.544
## thinking_day.grandc:meaning_day.grandc 0.024 -0.114 -0.118
## age_c:thinking_PIDc -0.018 -0.010 0.005 -0.004
## age_c:meaning_PIDc 0.060 0.024 0.002 -0.010
## thinking_PIDc:meaning_PIDc 0.201 0.004 0.001 0.040
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.436
## thinking_PIDc:meaning_PIDc 0.009 0.029
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.05177823 -0.42655219 0.07210945 0.50615010 4.77351844
##
## Number of Observations: 2893
## Number of Groups: 203#covariates
emod2c <- lme(engaged ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(emod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9126.014 9268.977 -4539.007
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.89986345 (Intr) th_PID
## thinking_PIDc 0.09557081 0.058
## meaning_PIDc 0.23468431 -0.202 -0.432
## Residual 1.03973754
##
## Fixed effects: engaged ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 5.258304 0.11632499 2666 45.20356
## age_c 0.001051 0.00568962 189 0.18465
## thinking_day.grandc 0.071318 0.07019606 189 1.01598
## meaning_day.grandc 0.534891 0.06995411 189 7.64632
## thinking_PIDc 0.065671 0.01870633 2666 3.51064
## meaning_PIDc 0.291204 0.02835427 2666 10.27022
## edu_c -0.076335 0.08224768 189 -0.92811
## sex_bin 0.107257 0.14031961 189 0.76437
## race_bin -0.214989 0.14167355 189 -1.51750
## work_bin -0.068850 0.15465551 189 -0.44518
## inc_c -0.012311 0.06072236 189 -0.20274
## age_c:thinking_day.grandc 0.005247 0.00480440 189 1.09204
## age_c:meaning_day.grandc -0.008313 0.00486783 189 -1.70774
## thinking_day.grandc:meaning_day.grandc -0.047226 0.03566414 189 -1.32420
## age_c:thinking_PIDc -0.002915 0.00154775 2666 -1.88342
## age_c:meaning_PIDc 0.002023 0.00224413 2666 0.90164
## thinking_PIDc:meaning_PIDc 0.006093 0.01225843 2666 0.49702
## p-value
## (Intercept) 0.0000
## age_c 0.8537
## thinking_day.grandc 0.3109
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0005
## meaning_PIDc 0.0000
## edu_c 0.3545
## sex_bin 0.4456
## race_bin 0.1308
## work_bin 0.6567
## inc_c 0.8396
## age_c:thinking_day.grandc 0.2762
## age_c:meaning_day.grandc 0.0893
## thinking_day.grandc:meaning_day.grandc 0.1870
## age_c:thinking_PIDc 0.0598
## age_c:meaning_PIDc 0.3673
## thinking_PIDc:meaning_PIDc 0.6192
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.015
## thinking_day.grandc 0.051 -0.045
## meaning_day.grandc -0.131 -0.136 -0.621
## thinking_PIDc 0.015 0.000 -0.005 -0.001
## meaning_PIDc -0.088 0.002 0.006 0.020 -0.403
## edu_c -0.037 0.091 -0.040 -0.059 0.003
## sex_bin -0.503 -0.164 -0.085 0.104 0.002
## race_bin -0.405 0.214 0.021 -0.116 0.002
## work_bin -0.363 -0.057 0.182 -0.095 0.006
## inc_c -0.093 -0.097 -0.136 0.051 -0.005
## age_c:thinking_day.grandc 0.115 0.019 -0.213 0.139 -0.004
## age_c:meaning_day.grandc -0.068 -0.103 0.239 -0.013 -0.001
## thinking_day.grandc:meaning_day.grandc -0.248 0.126 -0.308 0.438 -0.002
## age_c:thinking_PIDc 0.002 0.015 -0.001 0.000 0.052
## age_c:meaning_PIDc -0.006 -0.104 0.013 -0.007 -0.023
## thinking_PIDc:meaning_PIDc -0.096 0.016 0.000 0.027 -0.087
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c -0.002
## sex_bin -0.009 -0.001
## race_bin 0.009 -0.038 -0.043
## work_bin 0.003 0.230 0.049 0.002
## inc_c 0.002 -0.328 0.142 0.001 0.005
## age_c:thinking_day.grandc 0.011 0.005 -0.110 -0.016 -0.053
## age_c:meaning_day.grandc -0.004 0.011 -0.017 0.017 -0.010
## thinking_day.grandc:meaning_day.grandc 0.021 -0.084 0.067 -0.076 -0.185
## age_c:thinking_PIDc -0.017 0.005 -0.004 0.001 -0.001
## age_c:meaning_PIDc 0.055 -0.005 0.004 0.000 0.007
## thinking_PIDc:meaning_PIDc 0.201 0.003 -0.015 0.023 0.018
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.059
## age_c:meaning_day.grandc -0.032 -0.542
## thinking_day.grandc:meaning_day.grandc 0.041 -0.096 -0.123
## age_c:thinking_PIDc -0.002 -0.008 0.004 -0.004
## age_c:meaning_PIDc 0.003 0.020 0.002 -0.010
## thinking_PIDc:meaning_PIDc -0.014 0.003 0.002 0.033
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.437
## thinking_PIDc:meaning_PIDc 0.011 0.029
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.05573660 -0.42683598 0.07205093 0.50961461 4.79062924
##
## Number of Observations: 2872
## Number of Groups: 201#engaged mod3
emod3 <- lme(engaged ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(emod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9203.107 9328.376 -4580.553
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.89346376 (Intr) th_PID
## thinking_PIDc 0.09734564 0.082
## meaning_PIDc 0.23450625 -0.224 -0.415
## Residual 1.04108242
##
## Fixed effects: engaged ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 5.207813 0.07721900 2684 67.44212
## age_c -0.000254 0.00610344 195 -0.04164
## thinking_day.grandc 0.057491 0.06796690 195 0.84586
## meaning_day.grandc 0.519017 0.06815920 195 7.61478
## thinking_PIDc 0.066631 0.01874418 2684 3.55477
## meaning_PIDc 0.293392 0.02831981 2684 10.35996
## age_c:thinking_day.grandc 0.003622 0.00509340 195 0.71121
## age_c:meaning_day.grandc -0.005046 0.00547339 195 -0.92183
## thinking_day.grandc:meaning_day.grandc -0.042559 0.03762773 195 -1.13106
## age_c:thinking_PIDc -0.003181 0.00156540 2684 -2.03185
## age_c:meaning_PIDc 0.002358 0.00227737 2684 1.03562
## thinking_PIDc:meaning_PIDc 0.006625 0.01235567 2684 0.53617
## age_c:thinking_day.grandc:meaning_day.grandc 0.003085 0.00276541 195 1.11573
## age_c:thinking_PIDc:meaning_PIDc 0.001157 0.00097806 2684 1.18249
## p-value
## (Intercept) 0.0000
## age_c 0.9668
## thinking_day.grandc 0.3987
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0004
## meaning_PIDc 0.0000
## age_c:thinking_day.grandc 0.4778
## age_c:meaning_day.grandc 0.3578
## thinking_day.grandc:meaning_day.grandc 0.2594
## age_c:thinking_PIDc 0.0423
## age_c:meaning_PIDc 0.3005
## thinking_PIDc:meaning_PIDc 0.5919
## age_c:thinking_day.grandc:meaning_day.grandc 0.2659
## age_c:thinking_PIDc:meaning_PIDc 0.2371
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.011
## thinking_day.grandc 0.123 0.063
## meaning_day.grandc -0.237 -0.145 -0.625
## thinking_PIDc 0.036 0.001 -0.009 0.001
## meaning_PIDc -0.140 -0.005 0.009 0.022 -0.399
## age_c:thinking_day.grandc 0.096 0.172 -0.091 0.086 -0.002
## age_c:meaning_day.grandc -0.148 -0.306 0.099 0.049 -0.002
## thinking_day.grandc:meaning_day.grandc -0.459 -0.059 -0.334 0.417 -0.001
## age_c:thinking_PIDc 0.001 0.037 -0.002 -0.001 0.054
## age_c:meaning_PIDc -0.005 -0.135 0.010 -0.004 -0.023
## thinking_PIDc:meaning_PIDc -0.129 -0.004 -0.004 0.034 -0.085
## age_c:thinking_day.grandc:meaning_day.grandc -0.092 -0.455 -0.222 0.104 -0.001
## age_c:thinking_PIDc:meaning_PIDc -0.002 -0.140 0.009 0.004 -0.004
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc 0.013
## age_c:meaning_day.grandc -0.005 -0.626
## thinking_day.grandc:meaning_day.grandc 0.018 -0.255 0.098
## age_c:thinking_PIDc -0.024 -0.009 0.000 -0.002
## age_c:meaning_PIDc 0.068 0.015 0.016 -0.005
## thinking_PIDc:meaning_PIDc 0.206 0.009 0.000 0.030
## age_c:thinking_day.grandc:meaning_day.grandc -0.007 -0.390 0.476 0.406
## age_c:thinking_PIDc:meaning_PIDc 0.054 -0.001 0.039 -0.014
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.447
## thinking_PIDc:meaning_PIDc -0.008 0.051
## age_c:thinking_day.grandc:meaning_day.grandc -0.004 0.022 -0.008
## age_c:thinking_PIDc:meaning_PIDc -0.122 0.179 0.134
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.030
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.03963356 -0.43038277 0.07047795 0.50767036 4.77601719
##
## Number of Observations: 2893
## Number of Groups: 203#covariates
emod3c <- lme(engaged ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(emod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9149.792 9304.651 -4548.896
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.8988276 (Intr) th_PID
## thinking_PIDc 0.0983415 0.067
## meaning_PIDc 0.2350989 -0.201 -0.423
## Residual 1.0393915
##
## Fixed effects: engaged ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 5.255150 0.11625600 2665 45.20326
## age_c -0.002632 0.00634593 188 -0.41480
## thinking_day.grandc 0.055855 0.07183190 188 0.77758
## meaning_day.grandc 0.542357 0.07020139 188 7.72573
## thinking_PIDc 0.065486 0.01881088 2665 3.48129
## meaning_PIDc 0.292332 0.02843586 2665 10.28040
## edu_c -0.068668 0.08251788 188 -0.83215
## sex_bin 0.104338 0.14021080 188 0.74415
## race_bin -0.211225 0.14158219 188 -1.49189
## work_bin -0.082032 0.15509486 188 -0.52891
## inc_c -0.020698 0.06117401 188 -0.33834
## age_c:thinking_day.grandc 0.003099 0.00522690 188 0.59283
## age_c:meaning_day.grandc -0.005264 0.00557424 188 -0.94430
## thinking_day.grandc:meaning_day.grandc -0.031839 0.03894771 188 -0.81747
## age_c:thinking_PIDc -0.003117 0.00156798 2665 -1.98806
## age_c:meaning_PIDc 0.002479 0.00228320 2665 1.08572
## thinking_PIDc:meaning_PIDc 0.007503 0.01237306 2665 0.60639
## age_c:thinking_day.grandc:meaning_day.grandc 0.003010 0.00283134 188 1.06327
## age_c:thinking_PIDc:meaning_PIDc 0.001018 0.00097937 2665 1.03988
## p-value
## (Intercept) 0.0000
## age_c 0.6788
## thinking_day.grandc 0.4378
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0005
## meaning_PIDc 0.0000
## edu_c 0.4064
## sex_bin 0.4577
## race_bin 0.1374
## work_bin 0.5975
## inc_c 0.7355
## age_c:thinking_day.grandc 0.5540
## age_c:meaning_day.grandc 0.3462
## thinking_day.grandc:meaning_day.grandc 0.4147
## age_c:thinking_PIDc 0.0469
## age_c:meaning_PIDc 0.2777
## thinking_PIDc:meaning_PIDc 0.5443
## age_c:thinking_day.grandc:meaning_day.grandc 0.2890
## age_c:thinking_PIDc:meaning_PIDc 0.2985
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.002
## thinking_day.grandc 0.056 0.051
## meaning_day.grandc -0.133 -0.162 -0.624
## thinking_PIDc 0.017 0.000 -0.005 -0.001
## meaning_PIDc -0.087 -0.001 0.008 0.019 -0.401
## edu_c -0.040 0.043 -0.059 -0.050 0.003
## sex_bin -0.503 -0.140 -0.080 0.102 0.002
## race_bin -0.405 0.181 0.016 -0.113 0.002
## work_bin -0.359 -0.014 0.196 -0.102 0.006
## inc_c -0.089 -0.031 -0.104 0.038 -0.005
## age_c:thinking_day.grandc 0.116 0.183 -0.105 0.089 -0.003
## age_c:meaning_day.grandc -0.073 -0.292 0.099 0.035 -0.001
## thinking_day.grandc:meaning_day.grandc -0.238 -0.066 -0.362 0.437 -0.003
## age_c:thinking_PIDc 0.003 0.033 -0.003 -0.001 0.051
## age_c:meaning_PIDc -0.007 -0.121 0.011 -0.005 -0.022
## thinking_PIDc:meaning_PIDc -0.095 0.003 0.003 0.026 -0.086
## age_c:thinking_day.grandc:meaning_day.grandc -0.027 -0.428 -0.216 0.095 -0.001
## age_c:thinking_PIDc:meaning_PIDc -0.003 -0.133 0.010 0.002 -0.002
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c -0.003
## sex_bin -0.009 -0.003
## race_bin 0.009 -0.035 -0.044
## work_bin 0.004 0.221 0.050 0.000
## inc_c 0.003 -0.335 0.142 -0.002 0.016
## age_c:thinking_day.grandc 0.014 -0.031 -0.095 -0.024 -0.014
## age_c:meaning_day.grandc -0.005 0.054 -0.022 0.026 -0.051
## thinking_day.grandc:meaning_day.grandc 0.015 -0.040 0.055 -0.061 -0.203
## age_c:thinking_PIDc -0.023 0.005 -0.003 0.000 -0.002
## age_c:meaning_PIDc 0.063 -0.005 0.003 0.001 0.007
## thinking_PIDc:meaning_PIDc 0.206 0.002 -0.015 0.023 0.019
## age_c:thinking_day.grandc:meaning_day.grandc -0.007 0.091 -0.015 0.023 -0.086
## age_c:thinking_PIDc:meaning_PIDc 0.054 -0.004 -0.003 0.007 0.004
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.105
## age_c:meaning_day.grandc -0.090 -0.627
## thinking_day.grandc:meaning_day.grandc -0.015 -0.241 0.098
## age_c:thinking_PIDc -0.002 -0.007 -0.001 -0.002
## age_c:meaning_PIDc 0.001 0.012 0.015 -0.006
## thinking_PIDc:meaning_PIDc -0.012 0.007 0.001 0.023
## age_c:thinking_day.grandc:meaning_day.grandc -0.128 -0.396 0.488 0.403
## age_c:thinking_PIDc:meaning_PIDc 0.000 0.000 0.036 -0.016
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.447
## thinking_PIDc:meaning_PIDc -0.005 0.051
## age_c:thinking_day.grandc:meaning_day.grandc -0.003 0.019 -0.009
## age_c:thinking_PIDc:meaning_PIDc -0.124 0.177 0.129
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.028
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.04479929 -0.42792754 0.06410847 0.50744356 4.79247639
##
## Number of Observations: 2872
## Number of Groups: 201#NEG EMO mod1
nmod1 <- lme(negemo ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(nmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 6235.99 6313.578 -3104.995
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.8931523 (Intr) th_PID
## thinking_PIDc 0.1067081 0.300
## meaning_PIDc 0.1720546 -0.538 -0.542
## Residual 0.6033478
##
## Fixed effects: negemo ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 1.7635572 0.06372918 2689 27.672681 0.0000
## age_c -0.0013085 0.00481127 199 -0.271957 0.7859
## thinking_day.grandc 0.2834280 0.05633539 199 5.031083 0.0000
## meaning_day.grandc -0.2321591 0.05429350 199 -4.276002 0.0000
## thinking_PIDc 0.0887621 0.01309795 2689 6.776793 0.0000
## meaning_PIDc -0.0810861 0.01801464 2689 -4.501120 0.0000
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.014
## thinking_day.grandc 0.001 0.026
## meaning_day.grandc -0.002 -0.197 -0.591
## thinking_PIDc 0.169 -0.004 -0.036 0.023
## meaning_PIDc -0.355 0.002 0.047 0.012 -0.465
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.20888724 -0.38133261 -0.08016134 0.25190875 7.41563202
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
emod1c <- lme(engaged ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(emod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9071.619 9178.879 -4517.809
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.90603513 (Intr) th_PID
## thinking_PIDc 0.09893586 0.085
## meaning_PIDc 0.23153024 -0.204 -0.424
## Residual 1.03989449
##
## Fixed effects: engaged ~ age_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.205507 0.11222137 2669 46.38606 0.0000
## age_c 0.001283 0.00562258 192 0.22815 0.8198
## thinking_day.grandc 0.066527 0.06471548 192 1.02799 0.3052
## meaning_day.grandc 0.583898 0.06077420 192 9.60766 0.0000
## thinking_PIDc 0.067957 0.01873462 2669 3.62734 0.0003
## meaning_PIDc 0.287461 0.02758483 2669 10.42098 0.0000
## edu_c -0.084942 0.08248095 192 -1.02983 0.3044
## sex_bin 0.114492 0.13965048 192 0.81985 0.4133
## race_bin -0.229445 0.14208123 192 -1.61489 0.1080
## work_bin -0.121502 0.15190188 192 -0.79987 0.4248
## inc_c -0.011982 0.06092853 192 -0.19665 0.8443
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID mn_PID edu_c sex_bn
## age_c 0.009
## thinking_day.grandc 0.003 0.011
## meaning_day.grandc -0.034 -0.216 -0.576
## thinking_PIDc 0.012 0.000 -0.007 0.004
## meaning_PIDc -0.069 0.003 0.014 0.005 -0.396
## edu_c -0.061 0.103 -0.073 -0.025 0.003 -0.002
## sex_bin -0.510 -0.180 -0.092 0.127 0.001 -0.006 0.004
## race_bin -0.440 0.228 -0.009 -0.090 0.004 0.005 -0.045 -0.041
## work_bin -0.433 -0.040 0.128 0.017 0.008 0.002 0.220 0.049
## inc_c -0.094 -0.105 -0.119 0.023 -0.007 0.004 -0.326 0.148
## rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.015
## inc_c 0.007 0.018
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.11942900 -0.42820202 0.07001258 0.51140867 4.77838616
##
## Number of Observations: 2872
## Number of Groups: 201#neg emo mod2
nmod2 <- lme(negemo ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(nmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 6290.363 6403.722 -3126.182
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.8790947 (Intr) th_PID
## thinking_PIDc 0.1067255 0.399
## meaning_PIDc 0.1729312 -0.557 -0.564
## Residual 0.6037667
##
## Fixed effects: negemo ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 1.7694948 0.07212743 2686 24.532895
## age_c -0.0033411 0.00510785 196 -0.654111
## thinking_day.grandc 0.2901512 0.05899211 196 4.918474
## meaning_day.grandc -0.2054341 0.06059016 196 -3.390553
## thinking_PIDc 0.0882070 0.01311265 2686 6.726859
## meaning_PIDc -0.0788440 0.01842199 2686 -4.279886
## age_c:thinking_day.grandc 0.0093815 0.00419825 196 2.234633
## age_c:meaning_day.grandc 0.0051792 0.00432981 196 1.196164
## thinking_day.grandc:meaning_day.grandc -0.0416134 0.03105228 196 -1.340108
## age_c:thinking_PIDc 0.0002266 0.00107544 2686 0.210667
## age_c:meaning_PIDc 0.0000820 0.00145518 2686 0.056316
## thinking_PIDc:meaning_PIDc 0.0007466 0.00739444 2686 0.100962
## p-value
## (Intercept) 0.0000
## age_c 0.5138
## thinking_day.grandc 0.0000
## meaning_day.grandc 0.0008
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## age_c:thinking_day.grandc 0.0266
## age_c:meaning_day.grandc 0.2331
## thinking_day.grandc:meaning_day.grandc 0.1818
## age_c:thinking_PIDc 0.8332
## age_c:meaning_PIDc 0.9551
## thinking_PIDc:meaning_PIDc 0.9196
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.029
## thinking_day.grandc 0.093 -0.039
## meaning_day.grandc -0.221 -0.110 -0.611
## thinking_PIDc 0.208 0.002 -0.039 0.017
## meaning_PIDc -0.350 -0.010 0.032 0.038 -0.476
## age_c:thinking_day.grandc 0.066 -0.008 -0.201 0.135 -0.003
## age_c:meaning_day.grandc -0.122 -0.108 0.238 0.005 -0.013
## thinking_day.grandc:meaning_day.grandc -0.445 0.141 -0.257 0.409 -0.007
## age_c:thinking_PIDc 0.002 0.205 -0.003 -0.006 0.034
## age_c:meaning_PIDc -0.003 -0.349 0.028 -0.012 -0.017
## thinking_PIDc:meaning_PIDc -0.083 0.001 -0.012 0.043 -0.076
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc 0.024
## age_c:meaning_day.grandc -0.003 -0.534
## thinking_day.grandc:meaning_day.grandc 0.041 -0.125 -0.110
## age_c:thinking_PIDc -0.014 -0.045 0.032 -0.005
## age_c:meaning_PIDc 0.052 0.068 -0.005 -0.021
## thinking_PIDc:meaning_PIDc 0.189 0.009 -0.002 0.023
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.501
## thinking_PIDc:meaning_PIDc 0.011 0.021
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.17211586 -0.37647414 -0.07898531 0.25407951 7.41150906
##
## Number of Observations: 2894
## Number of Groups: 203pn<- plot_model(nmod2,
type = "pred",
terms = c("thinking_day.grandc", "age_c"),
title = c(""),
axis.title = c("x" = "Cognitive Engagement (b)", "y" = "Negative Emotions at Work"),
legend.title = "Age",
plot.title = element_text(face = "bold", hjust = 0.5))
pn+ scale_color_hue (labels = c("Younger", "Mean", "Older")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
pn1<- plot_model(nmod2,
type = "pred",
terms = c("age_c", "thinking_day.grandc"),
title = c(""),
axis.title = c("x" = "Age", "y" = "Negative Emotions at Work"),
legend.title = "Cognitive Engagement at Work (b)",
plot.title = element_text(face = "bold", hjust = 0.5))
pn1+ scale_color_hue (labels = c("Low", "Mean", "High")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
#covariates
emod2c <- lme(engaged ~ age_c*thinking_day.grandc + age_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc + age_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(emod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9126.014 9268.977 -4539.007
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.89986345 (Intr) th_PID
## thinking_PIDc 0.09557081 0.058
## meaning_PIDc 0.23468431 -0.202 -0.432
## Residual 1.03973754
##
## Fixed effects: engaged ~ age_c * thinking_day.grandc + age_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc + age_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 5.258304 0.11632499 2666 45.20356
## age_c 0.001051 0.00568962 189 0.18465
## thinking_day.grandc 0.071318 0.07019606 189 1.01598
## meaning_day.grandc 0.534891 0.06995411 189 7.64632
## thinking_PIDc 0.065671 0.01870633 2666 3.51064
## meaning_PIDc 0.291204 0.02835427 2666 10.27022
## edu_c -0.076335 0.08224768 189 -0.92811
## sex_bin 0.107257 0.14031961 189 0.76437
## race_bin -0.214989 0.14167355 189 -1.51750
## work_bin -0.068850 0.15465551 189 -0.44518
## inc_c -0.012311 0.06072236 189 -0.20274
## age_c:thinking_day.grandc 0.005247 0.00480440 189 1.09204
## age_c:meaning_day.grandc -0.008313 0.00486783 189 -1.70774
## thinking_day.grandc:meaning_day.grandc -0.047226 0.03566414 189 -1.32420
## age_c:thinking_PIDc -0.002915 0.00154775 2666 -1.88342
## age_c:meaning_PIDc 0.002023 0.00224413 2666 0.90164
## thinking_PIDc:meaning_PIDc 0.006093 0.01225843 2666 0.49702
## p-value
## (Intercept) 0.0000
## age_c 0.8537
## thinking_day.grandc 0.3109
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0005
## meaning_PIDc 0.0000
## edu_c 0.3545
## sex_bin 0.4456
## race_bin 0.1308
## work_bin 0.6567
## inc_c 0.8396
## age_c:thinking_day.grandc 0.2762
## age_c:meaning_day.grandc 0.0893
## thinking_day.grandc:meaning_day.grandc 0.1870
## age_c:thinking_PIDc 0.0598
## age_c:meaning_PIDc 0.3673
## thinking_PIDc:meaning_PIDc 0.6192
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c -0.015
## thinking_day.grandc 0.051 -0.045
## meaning_day.grandc -0.131 -0.136 -0.621
## thinking_PIDc 0.015 0.000 -0.005 -0.001
## meaning_PIDc -0.088 0.002 0.006 0.020 -0.403
## edu_c -0.037 0.091 -0.040 -0.059 0.003
## sex_bin -0.503 -0.164 -0.085 0.104 0.002
## race_bin -0.405 0.214 0.021 -0.116 0.002
## work_bin -0.363 -0.057 0.182 -0.095 0.006
## inc_c -0.093 -0.097 -0.136 0.051 -0.005
## age_c:thinking_day.grandc 0.115 0.019 -0.213 0.139 -0.004
## age_c:meaning_day.grandc -0.068 -0.103 0.239 -0.013 -0.001
## thinking_day.grandc:meaning_day.grandc -0.248 0.126 -0.308 0.438 -0.002
## age_c:thinking_PIDc 0.002 0.015 -0.001 0.000 0.052
## age_c:meaning_PIDc -0.006 -0.104 0.013 -0.007 -0.023
## thinking_PIDc:meaning_PIDc -0.096 0.016 0.000 0.027 -0.087
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c -0.002
## sex_bin -0.009 -0.001
## race_bin 0.009 -0.038 -0.043
## work_bin 0.003 0.230 0.049 0.002
## inc_c 0.002 -0.328 0.142 0.001 0.005
## age_c:thinking_day.grandc 0.011 0.005 -0.110 -0.016 -0.053
## age_c:meaning_day.grandc -0.004 0.011 -0.017 0.017 -0.010
## thinking_day.grandc:meaning_day.grandc 0.021 -0.084 0.067 -0.076 -0.185
## age_c:thinking_PIDc -0.017 0.005 -0.004 0.001 -0.001
## age_c:meaning_PIDc 0.055 -0.005 0.004 0.000 0.007
## thinking_PIDc:meaning_PIDc 0.201 0.003 -0.015 0.023 0.018
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.059
## age_c:meaning_day.grandc -0.032 -0.542
## thinking_day.grandc:meaning_day.grandc 0.041 -0.096 -0.123
## age_c:thinking_PIDc -0.002 -0.008 0.004 -0.004
## age_c:meaning_PIDc 0.003 0.020 0.002 -0.010
## thinking_PIDc:meaning_PIDc -0.014 0.003 0.002 0.033
## ag_c:t_PID ag_c:m_PID
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.437
## thinking_PIDc:meaning_PIDc 0.011 0.029
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.05573660 -0.42683598 0.07205093 0.50961461 4.79062924
##
## Number of Observations: 2872
## Number of Groups: 201#neg emo mod3
emod3 <- lme(engaged ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(emod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9203.107 9328.376 -4580.553
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.89346376 (Intr) th_PID
## thinking_PIDc 0.09734564 0.082
## meaning_PIDc 0.23450625 -0.224 -0.415
## Residual 1.04108242
##
## Fixed effects: engaged ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 5.207813 0.07721900 2684 67.44212
## age_c -0.000254 0.00610344 195 -0.04164
## thinking_day.grandc 0.057491 0.06796690 195 0.84586
## meaning_day.grandc 0.519017 0.06815920 195 7.61478
## thinking_PIDc 0.066631 0.01874418 2684 3.55477
## meaning_PIDc 0.293392 0.02831981 2684 10.35996
## age_c:thinking_day.grandc 0.003622 0.00509340 195 0.71121
## age_c:meaning_day.grandc -0.005046 0.00547339 195 -0.92183
## thinking_day.grandc:meaning_day.grandc -0.042559 0.03762773 195 -1.13106
## age_c:thinking_PIDc -0.003181 0.00156540 2684 -2.03185
## age_c:meaning_PIDc 0.002358 0.00227737 2684 1.03562
## thinking_PIDc:meaning_PIDc 0.006625 0.01235567 2684 0.53617
## age_c:thinking_day.grandc:meaning_day.grandc 0.003085 0.00276541 195 1.11573
## age_c:thinking_PIDc:meaning_PIDc 0.001157 0.00097806 2684 1.18249
## p-value
## (Intercept) 0.0000
## age_c 0.9668
## thinking_day.grandc 0.3987
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0004
## meaning_PIDc 0.0000
## age_c:thinking_day.grandc 0.4778
## age_c:meaning_day.grandc 0.3578
## thinking_day.grandc:meaning_day.grandc 0.2594
## age_c:thinking_PIDc 0.0423
## age_c:meaning_PIDc 0.3005
## thinking_PIDc:meaning_PIDc 0.5919
## age_c:thinking_day.grandc:meaning_day.grandc 0.2659
## age_c:thinking_PIDc:meaning_PIDc 0.2371
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.011
## thinking_day.grandc 0.123 0.063
## meaning_day.grandc -0.237 -0.145 -0.625
## thinking_PIDc 0.036 0.001 -0.009 0.001
## meaning_PIDc -0.140 -0.005 0.009 0.022 -0.399
## age_c:thinking_day.grandc 0.096 0.172 -0.091 0.086 -0.002
## age_c:meaning_day.grandc -0.148 -0.306 0.099 0.049 -0.002
## thinking_day.grandc:meaning_day.grandc -0.459 -0.059 -0.334 0.417 -0.001
## age_c:thinking_PIDc 0.001 0.037 -0.002 -0.001 0.054
## age_c:meaning_PIDc -0.005 -0.135 0.010 -0.004 -0.023
## thinking_PIDc:meaning_PIDc -0.129 -0.004 -0.004 0.034 -0.085
## age_c:thinking_day.grandc:meaning_day.grandc -0.092 -0.455 -0.222 0.104 -0.001
## age_c:thinking_PIDc:meaning_PIDc -0.002 -0.140 0.009 0.004 -0.004
## mn_PID ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc 0.013
## age_c:meaning_day.grandc -0.005 -0.626
## thinking_day.grandc:meaning_day.grandc 0.018 -0.255 0.098
## age_c:thinking_PIDc -0.024 -0.009 0.000 -0.002
## age_c:meaning_PIDc 0.068 0.015 0.016 -0.005
## thinking_PIDc:meaning_PIDc 0.206 0.009 0.000 0.030
## age_c:thinking_day.grandc:meaning_day.grandc -0.007 -0.390 0.476 0.406
## age_c:thinking_PIDc:meaning_PIDc 0.054 -0.001 0.039 -0.014
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.447
## thinking_PIDc:meaning_PIDc -0.008 0.051
## age_c:thinking_day.grandc:meaning_day.grandc -0.004 0.022 -0.008
## age_c:thinking_PIDc:meaning_PIDc -0.122 0.179 0.134
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.030
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.03963356 -0.43038277 0.07047795 0.50767036 4.77601719
##
## Number of Observations: 2893
## Number of Groups: 203#covariates
nmod3c <- lme(negemo ~ age_c*thinking_day.grandc*meaning_day.grandc + age_c*thinking_PIDc*meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(nmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 6265.078 6419.946 -3106.539
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.8674097 (Intr) th_PID
## thinking_PIDc 0.1079673 0.468
## meaning_PIDc 0.1741139 -0.584 -0.566
## Residual 0.6017184
##
## Fixed effects: negemo ~ age_c * thinking_day.grandc * meaning_day.grandc + age_c * thinking_PIDc * meaning_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF
## (Intercept) 1.7883315 0.10320513 2666
## age_c 0.0031331 0.00581711 188
## thinking_day.grandc 0.3569475 0.06174750 188
## meaning_day.grandc -0.2404641 0.06065086 188
## thinking_PIDc 0.0897480 0.01317066 2666
## meaning_PIDc -0.0794281 0.01853949 2666
## edu_c 0.0983947 0.07104686 188
## sex_bin -0.1621974 0.12086246 188
## race_bin -0.0561038 0.12241642 188
## work_bin 0.3537043 0.13399815 188
## inc_c -0.0111107 0.05248987 188
## age_c:thinking_day.grandc 0.0141089 0.00453076 188
## age_c:meaning_day.grandc -0.0004743 0.00486238 188
## thinking_day.grandc:meaning_day.grandc -0.0959340 0.03407839 188
## age_c:thinking_PIDc 0.0002226 0.00108311 2666
## age_c:meaning_PIDc -0.0000707 0.00148220 2666
## thinking_PIDc:meaning_PIDc -0.0000141 0.00746219 2666
## age_c:thinking_day.grandc:meaning_day.grandc -0.0064489 0.00251322 188
## age_c:thinking_PIDc:meaning_PIDc -0.0003475 0.00059151 2666
## t-value p-value
## (Intercept) 17.327932 0.0000
## age_c 0.538605 0.5908
## thinking_day.grandc 5.780760 0.0000
## meaning_day.grandc -3.964727 0.0001
## thinking_PIDc 6.814239 0.0000
## meaning_PIDc -4.284264 0.0000
## edu_c 1.384926 0.1677
## sex_bin -1.342000 0.1812
## race_bin -0.458303 0.6473
## work_bin 2.639621 0.0090
## inc_c -0.211674 0.8326
## age_c:thinking_day.grandc 3.114032 0.0021
## age_c:meaning_day.grandc -0.097540 0.9224
## thinking_day.grandc:meaning_day.grandc -2.815097 0.0054
## age_c:thinking_PIDc 0.205548 0.8372
## age_c:meaning_PIDc -0.047701 0.9620
## thinking_PIDc:meaning_PIDc -0.001892 0.9985
## age_c:thinking_day.grandc:meaning_day.grandc -2.565997 0.0111
## age_c:thinking_PIDc:meaning_PIDc -0.587470 0.5569
## Correlation:
## (Intr) age_c thnk_. mnng_. th_PID
## age_c 0.002
## thinking_day.grandc 0.055 0.053
## meaning_day.grandc -0.137 -0.161 -0.612
## thinking_PIDc 0.149 0.000 -0.030 0.015
## meaning_PIDc -0.245 -0.003 0.030 0.036 -0.477
## edu_c -0.043 0.041 -0.061 -0.048 0.005
## sex_bin -0.489 -0.132 -0.085 0.109 0.015
## race_bin -0.395 0.168 0.014 -0.113 0.014
## work_bin -0.342 -0.013 0.193 -0.099 0.027
## inc_c -0.087 -0.025 -0.094 0.032 -0.030
## age_c:thinking_day.grandc 0.115 0.182 -0.105 0.081 -0.009
## age_c:meaning_day.grandc -0.078 -0.287 0.093 0.047 -0.012
## thinking_day.grandc:meaning_day.grandc -0.240 -0.071 -0.347 0.436 -0.015
## age_c:thinking_PIDc 0.007 0.229 -0.005 -0.007 0.031
## age_c:meaning_PIDc -0.017 -0.352 0.023 -0.007 -0.015
## thinking_PIDc:meaning_PIDc -0.064 -0.011 -0.015 0.045 -0.077
## age_c:thinking_day.grandc:meaning_day.grandc -0.032 -0.419 -0.218 0.099 0.001
## age_c:thinking_PIDc:meaning_PIDc -0.016 -0.088 0.008 0.007 0.002
## mn_PID edu_c sex_bn rac_bn wrk_bn
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c -0.007
## sex_bin -0.018 0.000
## race_bin 0.002 -0.038 -0.043
## work_bin -0.008 0.226 0.042 0.002
## inc_c 0.023 -0.330 0.136 0.007 0.018
## age_c:thinking_day.grandc 0.031 -0.015 -0.098 -0.020 -0.010
## age_c:meaning_day.grandc -0.008 0.044 -0.021 0.030 -0.055
## thinking_day.grandc:meaning_day.grandc 0.034 -0.039 0.062 -0.059 -0.204
## age_c:thinking_PIDc -0.017 -0.001 -0.004 0.000 -0.015
## age_c:meaning_PIDc 0.053 -0.008 0.012 -0.001 0.019
## thinking_PIDc:meaning_PIDc 0.192 0.004 0.009 0.004 -0.001
## age_c:thinking_day.grandc:meaning_day.grandc -0.012 0.085 -0.013 0.026 -0.082
## age_c:thinking_PIDc:meaning_PIDc 0.045 -0.021 0.007 0.008 0.005
## inc_c ag_c:t_. ag_c:m_. t_.:_.
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc 0.096
## age_c:meaning_day.grandc -0.078 -0.616
## thinking_day.grandc:meaning_day.grandc -0.022 -0.253 0.108
## age_c:thinking_PIDc -0.001 -0.035 0.019 -0.006
## age_c:meaning_PIDc 0.004 0.041 0.022 -0.003
## thinking_PIDc:meaning_PIDc -0.006 0.004 0.004 0.021
## age_c:thinking_day.grandc:meaning_day.grandc -0.129 -0.397 0.490 0.401
## age_c:thinking_PIDc:meaning_PIDc 0.010 -0.014 0.040 0.002
## ag_c:t_PID ag_c:m_PID t_PID:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc -0.508
## thinking_PIDc:meaning_PIDc -0.002 0.042
## age_c:thinking_day.grandc:meaning_day.grandc -0.018 0.047 0.006
## age_c:thinking_PIDc:meaning_PIDc -0.111 0.166 0.128
## a_:_.:
## age_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:thinking_day.grandc
## age_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc
## age_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## age_c:thinking_day.grandc:meaning_day.grandc
## age_c:thinking_PIDc:meaning_PIDc 0.016
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.1828383 -0.3769274 -0.0810133 0.2458553 7.4370351
##
## Number of Observations: 2873
## Number of Groups: 201#plot age X thinking X meaning ON neg emo
pn<-plot_model(nmod3c, type = "pred",
terms = c("thinking_day.grandc", "meaning_day.grandc", "age_c"),
axis.title = c("Cognitive Engagement at Work (between-person)", "Negative Emotions at Work"),
title = "",
legend.title = "Perceived Meaningfulness of Work")
pn+ scale_color_hue (labels = c("Low (-1SD)", "Mean", "High (+1SD")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
`
pn2<-plot_model(nmod3c, type = "pred",
terms = c("thinking_day.grandc", "age_c", "meaning_day.grandc"),
axis.title = c("Cognitive Engagement at Work (between-person)", "Negative Emotions at Work"),
title = "",
legend.title = "Age")
pn2+ scale_color_hue (labels = c("Younger (-1SD)", "Mean", "Older (+1SD")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
pn3<-plot_model(nmod3c, type = "pred",
terms = c("age_c", "meaning_day.grandc", "thinking_day.grandc"),
axis.title = c("Age (centered)", "Negative Emotions at Work"),
title = "",
legend.title = "Cognitive Engagement at Work (b)")
pn3+ scale_color_hue (labels = c("Low (-1SD)", "Mean", "High (+1SD")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
#FTP as PREDICTOR #SAVOR mod1
fsmod1 <- lme(timesavor ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fsmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9767.492 9845.08 -4870.746
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9881463 (Intr) th_PID
## thinking_PIDc 0.2117469 -0.110
## meaning_PIDc 0.3435960 -0.047 -0.088
## Residual 1.1378346
##
## Fixed effects: timesavor ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.189016 0.07264196 2689 57.66661 0.0000
## FTP_c 0.113776 0.05797241 199 1.96258 0.0511
## thinking_day.grandc 0.064406 0.06841031 199 0.94146 0.3476
## meaning_day.grandc 0.656675 0.06798501 199 9.65912 0.0000
## thinking_PIDc -0.136321 0.02546952 2689 -5.35233 0.0000
## meaning_PIDc 0.226651 0.03599965 2689 6.29592 0.0000
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.026
## thinking_day.grandc 0.003 0.037
## meaning_day.grandc -0.007 -0.318 -0.584
## thinking_PIDc -0.061 -0.002 0.006 -0.006
## meaning_PIDc -0.030 -0.002 -0.001 0.006 -0.261
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.5353226 -0.5412138 0.0276408 0.4885684 4.0173907
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fsmod1c <- lme(timesavor ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fsmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9714.168 9827.387 -4838.084
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9699873 (Intr) th_PID
## thinking_PIDc 0.2133119 -0.133
## meaning_PIDc 0.3445178 -0.071 -0.083
## Residual 1.1370713
##
## Fixed effects: timesavor ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 3.989262 0.12066808 2670 33.05979 0.0000
## FTP_c 0.141959 0.06457637 191 2.19831 0.0291
## thinking_day.grandc 0.081929 0.06985737 191 1.17280 0.2423
## meaning_day.grandc 0.611725 0.07220819 191 8.47168 0.0000
## thinking_PIDc -0.137381 0.02561523 2670 -5.36324 0.0000
## meaning_PIDc 0.228778 0.03619084 2670 6.32144 0.0000
## age_c 0.009715 0.00669979 191 1.45011 0.1487
## edu_c 0.122344 0.08861553 191 1.38062 0.1690
## sex_bin -0.085461 0.15059429 191 -0.56749 0.5710
## race_bin 0.421798 0.15267922 191 2.76264 0.0063
## work_bin 0.272698 0.16351606 191 1.66772 0.0970
## inc_c -0.040220 0.06569951 191 -0.61219 0.5411
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID mn_PID age_c edu_c
## FTP_c 0.049
## thinking_day.grandc 0.007 0.091
## meaning_day.grandc -0.051 -0.428 -0.558
## thinking_PIDc -0.042 -0.003 0.005 -0.007
## meaning_PIDc -0.031 -0.003 0.001 0.007 -0.257
## age_c 0.030 0.432 0.048 -0.360 0.002 0.000
## edu_c -0.060 -0.011 -0.075 -0.018 0.002 0.000 0.089
## sex_bin -0.512 -0.079 -0.098 0.148 -0.004 -0.002 -0.197 0.005
## race_bin -0.440 -0.012 -0.009 -0.077 -0.001 0.006 0.201 -0.045
## work_bin -0.429 0.064 0.133 -0.013 0.000 0.005 -0.009 0.218
## inc_c -0.098 -0.084 -0.127 0.057 0.003 -0.003 -0.131 -0.324
## sex_bn rac_bn wrk_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.041
## work_bin 0.045 -0.017
## inc_c 0.154 0.007 0.013
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.49874410 -0.54398506 0.02225992 0.49709735 4.02784624
##
## Number of Observations: 2873
## Number of Groups: 201#savor mod2
fsmod2 <- lme(timesavor ~ FTP_c*thinking_day.grandc + FTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc + FTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fsmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9778.591 9891.949 -4870.295
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9638972 (Intr) th_PID
## thinking_PIDc 0.2110710 -0.135
## meaning_PIDc 0.3342050 -0.031 -0.035
## Residual 1.1346285
##
## Fixed effects: timesavor ~ FTP_c * thinking_day.grandc + FTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc + FTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.005787 0.08345512 2686 47.99930
## FTP_c 0.087183 0.05777719 196 1.50895
## thinking_day.grandc 0.026161 0.07158769 196 0.36544
## meaning_day.grandc 0.767984 0.07513462 196 10.22144
## thinking_PIDc -0.145009 0.02545500 2686 -5.69670
## meaning_PIDc 0.253990 0.03607403 2686 7.04080
## FTP_c:thinking_day.grandc -0.097500 0.05421612 196 -1.79836
## FTP_c:meaning_day.grandc 0.040938 0.04325999 196 0.94632
## thinking_day.grandc:meaning_day.grandc 0.129693 0.03850614 196 3.36810
## FTP_c:thinking_PIDc 0.021044 0.01810201 2686 1.16254
## FTP_c:meaning_PIDc -0.039820 0.02627304 2686 -1.51562
## thinking_PIDc:meaning_PIDc 0.059211 0.01412366 2686 4.19232
## p-value
## (Intercept) 0.0000
## FTP_c 0.1329
## thinking_day.grandc 0.7152
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## FTP_c:thinking_day.grandc 0.0737
## FTP_c:meaning_day.grandc 0.3451
## thinking_day.grandc:meaning_day.grandc 0.0009
## FTP_c:thinking_PIDc 0.2451
## FTP_c:meaning_PIDc 0.1297
## thinking_PIDc:meaning_PIDc 0.0000
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.030
## thinking_day.grandc 0.102 0.010
## meaning_day.grandc -0.229 -0.265 -0.620
## thinking_PIDc -0.054 0.003 0.004 -0.006
## meaning_PIDc -0.046 -0.010 -0.002 0.015 -0.250
## FTP_c:thinking_day.grandc 0.102 0.160 -0.192 0.048 0.003
## FTP_c:meaning_day.grandc -0.148 -0.044 0.222 -0.042 -0.010
## thinking_day.grandc:meaning_day.grandc -0.439 -0.043 -0.264 0.429 0.006
## FTP_c:thinking_PIDc 0.009 -0.070 0.002 -0.007 -0.021
## FTP_c:meaning_PIDc -0.007 -0.022 -0.001 0.008 -0.011
## thinking_PIDc:meaning_PIDc -0.146 -0.040 0.001 0.038 -0.080
## mn_PID FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc -0.008
## FTP_c:meaning_day.grandc 0.014 -0.640
## thinking_day.grandc:meaning_day.grandc 0.010 -0.171 -0.138
## FTP_c:thinking_PIDc -0.017 0.008 -0.014 -0.002
## FTP_c:meaning_PIDc 0.051 -0.007 0.007 0.002
## thinking_PIDc:meaning_PIDc 0.182 -0.029 0.039 0.039
## FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.217
## thinking_PIDc:meaning_PIDc -0.057 0.029
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.50345637 -0.55143415 0.03727399 0.49249657 3.94852358
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fsmod2c <- lme(timesavor ~ FTP_c*thinking_day.grandc + FTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc + FTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fsmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9727.324 9876.245 -4838.662
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9478637 (Intr) th_PID
## thinking_PIDc 0.2127251 -0.141
## meaning_PIDc 0.3353098 -0.038 -0.033
## Residual 1.1339564
##
## Fixed effects: timesavor ~ FTP_c * thinking_day.grandc + FTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc + FTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 3.864122 0.12270439 2667 31.491314
## FTP_c 0.120211 0.06475478 188 1.856409
## thinking_day.grandc 0.036249 0.07345119 188 0.493508
## meaning_day.grandc 0.710113 0.07856836 188 9.038155
## thinking_PIDc -0.146546 0.02561392 2667 -5.721346
## meaning_PIDc 0.256590 0.03630305 2667 7.068000
## age_c 0.011726 0.00662226 188 1.770636
## edu_c 0.109678 0.08721625 188 1.257541
## sex_bin -0.099325 0.14825180 188 -0.669978
## race_bin 0.392191 0.15191614 188 2.581629
## work_bin 0.181084 0.16564041 188 1.093233
## inc_c -0.044961 0.06459041 188 -0.696094
## FTP_c:thinking_day.grandc -0.086274 0.05477440 188 -1.575087
## FTP_c:meaning_day.grandc 0.025200 0.04402428 188 0.572409
## thinking_day.grandc:meaning_day.grandc 0.120417 0.03917370 188 3.073937
## FTP_c:thinking_PIDc 0.019645 0.01823208 2667 1.077475
## FTP_c:meaning_PIDc -0.038643 0.02648917 2667 -1.458808
## thinking_PIDc:meaning_PIDc 0.060667 0.01417358 2667 4.280264
## p-value
## (Intercept) 0.0000
## FTP_c 0.0650
## thinking_day.grandc 0.6222
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## age_c 0.0782
## edu_c 0.2101
## sex_bin 0.5037
## race_bin 0.0106
## work_bin 0.2757
## inc_c 0.4872
## FTP_c:thinking_day.grandc 0.1169
## FTP_c:meaning_day.grandc 0.5677
## thinking_day.grandc:meaning_day.grandc 0.0024
## FTP_c:thinking_PIDc 0.2814
## FTP_c:meaning_PIDc 0.1447
## thinking_PIDc:meaning_PIDc 0.0000
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.036
## thinking_day.grandc 0.090 0.052
## meaning_day.grandc -0.153 -0.356 -0.606
## thinking_PIDc -0.036 0.002 0.001 -0.006
## meaning_PIDc -0.037 -0.009 0.000 0.013 -0.248
## age_c 0.002 0.430 0.013 -0.270 0.001
## edu_c -0.036 -0.021 -0.037 -0.053 0.001
## sex_bin -0.502 -0.066 -0.118 0.150 -0.002
## race_bin -0.409 -0.013 -0.012 -0.098 -0.003
## work_bin -0.361 0.059 0.153 -0.094 -0.004
## inc_c -0.105 -0.069 -0.143 0.072 0.006
## FTP_c:thinking_day.grandc -0.034 0.163 -0.161 0.019 0.003
## FTP_c:meaning_day.grandc 0.049 -0.034 0.185 -0.022 -0.009
## thinking_day.grandc:meaning_day.grandc -0.233 -0.015 -0.287 0.408 0.008
## FTP_c:thinking_PIDc 0.005 -0.064 0.002 -0.005 -0.014
## FTP_c:meaning_PIDc -0.005 -0.025 -0.001 0.008 -0.012
## thinking_PIDc:meaning_PIDc -0.106 -0.035 0.008 0.030 -0.083
## mn_PID age_c edu_c sex_bn rac_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.003
## edu_c 0.001 0.078
## sex_bin -0.005 -0.193 -0.002
## race_bin 0.008 0.180 -0.041 -0.031
## work_bin 0.006 -0.038 0.222 0.048 0.023
## inc_c -0.006 -0.124 -0.328 0.160 0.010
## FTP_c:thinking_day.grandc -0.008 0.004 -0.041 0.075 0.091
## FTP_c:meaning_day.grandc 0.013 0.039 0.030 -0.081 -0.152
## thinking_day.grandc:meaning_day.grandc 0.009 0.095 -0.072 0.030 -0.056
## FTP_c:thinking_PIDc -0.018 0.001 -0.004 0.005 -0.001
## FTP_c:meaning_PIDc 0.061 -0.001 0.001 -0.002 0.002
## thinking_PIDc:meaning_PIDc 0.182 0.007 0.004 -0.022 0.025
## wrk_bn inc_c FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.011
## FTP_c:thinking_day.grandc 0.113 0.066
## FTP_c:meaning_day.grandc -0.152 -0.046 -0.655
## thinking_day.grandc:meaning_day.grandc -0.181 0.030 -0.195 -0.084
## FTP_c:thinking_PIDc -0.005 -0.002 0.008 -0.014 -0.001
## FTP_c:meaning_PIDc 0.002 0.002 -0.007 0.007 0.002
## thinking_PIDc:meaning_PIDc 0.018 -0.016 -0.029 0.035 0.034
## FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.213
## thinking_PIDc:meaning_PIDc -0.061 0.029
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.48130676 -0.54846095 0.02909896 0.48862522 3.97484724
##
## Number of Observations: 2873
## Number of Groups: 201#savor mod3
fsmod3 <- lme(timesavor ~ FTP_c*thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fsmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9791.02 9916.297 -4874.51
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9666775 (Intr) th_PID
## thinking_PIDc 0.2124899 -0.123
## meaning_PIDc 0.3396020 -0.038 -0.086
## Residual 1.1334202
##
## Fixed effects: timesavor ~ FTP_c * thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 3.996308 0.08413052 2685 47.50128
## FTP_c 0.051768 0.06899142 195 0.75035
## thinking_day.grandc 0.020035 0.07227976 195 0.27718
## meaning_day.grandc 0.770289 0.07560450 195 10.18840
## thinking_PIDc -0.148271 0.02559228 2685 -5.79358
## meaning_PIDc 0.255509 0.03637406 2685 7.02449
## FTP_c:thinking_day.grandc -0.108926 0.05713661 195 -1.90641
## FTP_c:meaning_day.grandc 0.059970 0.05536677 195 1.08314
## thinking_day.grandc:meaning_day.grandc 0.131079 0.03868385 195 3.38846
## FTP_c:thinking_PIDc 0.020222 0.01817046 2685 1.11292
## FTP_c:meaning_PIDc -0.026986 0.02715896 2685 -0.99362
## thinking_PIDc:meaning_PIDc 0.060203 0.01413621 2685 4.25881
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.012849 0.02457029 195 0.52295
## FTP_c:thinking_PIDc:meaning_PIDc 0.021981 0.01047648 2685 2.09809
## p-value
## (Intercept) 0.0000
## FTP_c 0.4539
## thinking_day.grandc 0.7819
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## FTP_c:thinking_day.grandc 0.0581
## FTP_c:meaning_day.grandc 0.2801
## thinking_day.grandc:meaning_day.grandc 0.0009
## FTP_c:thinking_PIDc 0.2658
## FTP_c:meaning_PIDc 0.3205
## thinking_PIDc:meaning_PIDc 0.0000
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.6016
## FTP_c:thinking_PIDc:meaning_PIDc 0.0360
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.082
## thinking_day.grandc 0.113 0.072
## meaning_day.grandc -0.221 -0.188 -0.606
## thinking_PIDc -0.046 0.014 0.005 -0.008
## meaning_PIDc -0.052 -0.017 -0.003 0.016 -0.271
## FTP_c:thinking_day.grandc 0.128 0.293 -0.146 0.068 0.007
## FTP_c:meaning_day.grandc -0.178 -0.359 0.101 -0.078 -0.013
## thinking_day.grandc:meaning_day.grandc -0.442 -0.070 -0.268 0.423 0.005
## FTP_c:thinking_PIDc 0.009 -0.055 0.002 -0.007 -0.021
## FTP_c:meaning_PIDc -0.015 -0.060 -0.006 0.015 -0.024
## thinking_PIDc:meaning_PIDc -0.147 -0.046 -0.001 0.038 -0.082
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.100 -0.531 -0.116 -0.073 -0.008
## FTP_c:thinking_PIDc:meaning_PIDc -0.038 -0.156 -0.020 0.033 -0.065
## mn_PID FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc -0.011
## FTP_c:meaning_day.grandc 0.016 -0.668
## thinking_day.grandc:meaning_day.grandc 0.011 -0.182 -0.069
## FTP_c:thinking_PIDc -0.016 0.005 -0.007 -0.002
## FTP_c:meaning_PIDc 0.056 -0.018 0.022 0.005
## thinking_PIDc:meaning_PIDc 0.181 -0.033 0.041 0.040
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.008 -0.307 0.621 0.062
## FTP_c:thinking_PIDc:meaning_PIDc 0.037 -0.041 0.053 0.011
## FTP_c:t_PID FTP_c:m_PID t_PID:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.234
## thinking_PIDc:meaning_PIDc -0.057 0.034
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.006 0.025 0.017
## FTP_c:thinking_PIDc:meaning_PIDc -0.011 0.221 0.031
## FTP_:_.:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## FTP_c:thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc:meaning_PIDc 0.075
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.51097403 -0.55132700 0.03430095 0.49438119 3.99140602
##
## Number of Observations: 2894
## Number of Groups: 203p1<-plot_model(fsmod3, type = "pred",
terms = c("meaning_PIDc", "thinking_PIDc", "FTP_c"),
title = c("Time Savoring at Work Predicted by Meaningfulness and Cognitive Engagement and FTP"),
axis.title = c("x" = "Meaningfulness", "y" = "Time Savoring"),
legend.title = "Cognitive Engagement",
plot.title = element_text(face = "bold", hjust = 0.5))
p1+ scale_color_hue (labels = c("Low", "Mean", "High")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
p1
#covariates
fsmod3c <- lme(timesavor ~ FTP_c*thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fsmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9739.289 9900.105 -4842.645
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9489297 (Intr) th_PID
## thinking_PIDc 0.2140696 -0.128
## meaning_PIDc 0.3407177 -0.042 -0.084
## Residual 1.1327900
##
## Fixed effects: timesavor ~ FTP_c * thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF
## (Intercept) 3.847525 0.12358332 2666
## FTP_c 0.072019 0.07605573 187
## thinking_day.grandc 0.026575 0.07412035 187
## meaning_day.grandc 0.711739 0.07886829 187
## thinking_PIDc -0.150077 0.02575400 2666
## meaning_PIDc 0.258424 0.03660989 2666
## age_c 0.011637 0.00663123 187
## edu_c 0.111912 0.08734638 187
## sex_bin -0.105990 0.14860195 187
## race_bin 0.402993 0.15254539 187
## work_bin 0.189584 0.16600564 187
## inc_c -0.041885 0.06470357 187
## FTP_c:thinking_day.grandc -0.103097 0.05786935 187
## FTP_c:meaning_day.grandc 0.053591 0.05596895 187
## thinking_day.grandc:meaning_day.grandc 0.122385 0.03930196 187
## FTP_c:thinking_PIDc 0.018699 0.01829916 2666
## FTP_c:meaning_PIDc -0.025288 0.02738815 2666
## thinking_PIDc:meaning_PIDc 0.062016 0.01418960 2666
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.019771 0.02462032 187
## FTP_c:thinking_PIDc:meaning_PIDc 0.022550 0.01052643 2666
## t-value p-value
## (Intercept) 31.133047 0.0000
## FTP_c 0.946919 0.3449
## thinking_day.grandc 0.358540 0.7203
## meaning_day.grandc 9.024401 0.0000
## thinking_PIDc -5.827311 0.0000
## meaning_PIDc 7.058849 0.0000
## age_c 1.754946 0.0809
## edu_c 1.281245 0.2017
## sex_bin -0.713245 0.4766
## race_bin 2.641793 0.0089
## work_bin 1.142032 0.2549
## inc_c -0.647339 0.5182
## FTP_c:thinking_day.grandc -1.781547 0.0764
## FTP_c:meaning_day.grandc 0.957512 0.3395
## thinking_day.grandc:meaning_day.grandc 3.113967 0.0021
## FTP_c:thinking_PIDc 1.021871 0.3069
## FTP_c:meaning_PIDc -0.923304 0.3559
## thinking_PIDc:meaning_PIDc 4.370537 0.0000
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.803034 0.4230
## FTP_c:thinking_PIDc:meaning_PIDc 2.142222 0.0323
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.087
## thinking_day.grandc 0.102 0.109
## meaning_day.grandc -0.146 -0.277 -0.593
## thinking_PIDc -0.029 0.013 0.003 -0.007
## meaning_PIDc -0.040 -0.017 -0.001 0.014 -0.270
## age_c 0.002 0.371 0.014 -0.270 0.002
## edu_c -0.037 -0.025 -0.038 -0.054 0.001
## sex_bin -0.493 -0.033 -0.111 0.151 -0.001
## race_bin -0.413 -0.050 -0.021 -0.102 -0.004
## work_bin -0.363 0.029 0.147 -0.096 -0.004
## inc_c -0.107 -0.072 -0.144 0.071 0.004
## FTP_c:thinking_day.grandc 0.002 0.297 -0.112 0.036 0.006
## FTP_c:meaning_day.grandc -0.028 -0.339 0.068 -0.054 -0.012
## thinking_day.grandc:meaning_day.grandc -0.238 -0.046 -0.292 0.403 0.006
## FTP_c:thinking_PIDc 0.005 -0.051 0.001 -0.006 -0.013
## FTP_c:meaning_PIDc -0.013 -0.061 -0.007 0.015 -0.025
## thinking_PIDc:meaning_PIDc -0.108 -0.045 0.004 0.031 -0.085
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.107 -0.511 -0.124 -0.059 -0.008
## FTP_c:thinking_PIDc:meaning_PIDc -0.031 -0.151 -0.023 0.032 -0.068
## mn_PID age_c edu_c sex_bn rac_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.002
## edu_c 0.001 0.078
## sex_bin -0.006 -0.192 -0.002
## race_bin 0.009 0.179 -0.040 -0.035
## work_bin 0.006 -0.038 0.223 0.046 0.026
## inc_c -0.005 -0.124 -0.328 0.159 0.011
## FTP_c:thinking_day.grandc -0.011 0.006 -0.043 0.086 0.062
## FTP_c:meaning_day.grandc 0.017 0.026 0.031 -0.092 -0.073
## thinking_day.grandc:meaning_day.grandc 0.010 0.094 -0.071 0.027 -0.051
## FTP_c:thinking_PIDc -0.018 0.001 -0.004 0.005 0.000
## FTP_c:meaning_PIDc 0.067 -0.003 0.003 -0.005 0.005
## thinking_PIDc:meaning_PIDc 0.182 0.007 0.005 -0.023 0.026
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.009 -0.007 0.012 -0.045 0.075
## FTP_c:thinking_PIDc:meaning_PIDc 0.040 -0.008 0.007 -0.012 0.010
## wrk_bn inc_c FTP_c:t_. FTP_c:m_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.012
## FTP_c:thinking_day.grandc 0.094 0.056
## FTP_c:meaning_day.grandc -0.095 -0.023 -0.685
## thinking_day.grandc:meaning_day.grandc -0.178 0.031 -0.205 -0.027
## FTP_c:thinking_PIDc -0.005 -0.001 0.005 -0.007
## FTP_c:meaning_PIDc 0.006 0.006 -0.019 0.023
## thinking_PIDc:meaning_PIDc 0.019 -0.015 -0.035 0.041
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.040 0.021 -0.318 0.616
## FTP_c:thinking_PIDc:meaning_PIDc 0.013 0.018 -0.043 0.055
## t_.:_. FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc 0.000
## FTP_c:meaning_PIDc 0.004 -0.232
## thinking_PIDc:meaning_PIDc 0.035 -0.061 0.037
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.065 0.006 0.028
## FTP_c:thinking_PIDc:meaning_PIDc 0.008 -0.015 0.222
## t_PID: FTP_:_.:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.023
## FTP_c:thinking_PIDc:meaning_PIDc 0.038 0.081
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.48661814 -0.55118602 0.02814492 0.49373239 4.02110722
##
## Number of Observations: 2873
## Number of Groups: 201#HAPPY mod1
fhmod1 <- lme(happy ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fhmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8371.921 8449.509 -4172.96
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9856414 (Intr) th_PID
## thinking_PIDc 0.1014313 0.125
## meaning_PIDc 0.2664398 -0.177 -0.173
## Residual 0.8886436
##
## Fixed effects: happy ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.941180 0.07122157 2689 69.37757 0.0000
## FTP_c 0.200344 0.05659885 199 3.53972 0.0005
## thinking_day.grandc 0.036951 0.06679656 199 0.55319 0.5808
## meaning_day.grandc 0.637714 0.06637614 199 9.60757 0.0000
## thinking_PIDc -0.114873 0.01682296 2689 -6.82835 0.0000
## meaning_PIDc 0.180784 0.02761673 2689 6.54618 0.0000
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.027
## thinking_day.grandc 0.002 0.036
## meaning_day.grandc -0.007 -0.316 -0.584
## thinking_PIDc 0.052 0.000 -0.012 0.008
## meaning_PIDc -0.117 -0.004 0.013 0.006 -0.297
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.10602745 -0.47517172 0.04555445 0.49141141 4.33917266
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fhmod1c <- lme(happy ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fhmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8318.975 8432.195 -4140.488
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.97127991 (Intr) th_PID
## thinking_PIDc 0.09891853 0.052
## meaning_PIDc 0.26687753 -0.155 -0.147
## Residual 0.88629355
##
## Fixed effects: happy ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.947460 0.11861680 2670 41.70961 0.0000
## FTP_c 0.273918 0.06350906 191 4.31305 0.0000
## thinking_day.grandc 0.060080 0.06866761 191 0.87493 0.3827
## meaning_day.grandc 0.569660 0.07103270 191 8.01969 0.0000
## thinking_PIDc -0.117712 0.01673717 2670 -7.03294 0.0000
## meaning_PIDc 0.183285 0.02773297 2670 6.60892 0.0000
## age_c 0.015740 0.00658688 191 2.38954 0.0178
## edu_c -0.002661 0.08718561 191 -0.03053 0.9757
## sex_bin -0.263324 0.14802612 191 -1.77890 0.0768
## race_bin 0.073414 0.15015270 191 0.48893 0.6255
## work_bin 0.256287 0.16084015 191 1.59342 0.1127
## inc_c 0.065402 0.06462369 191 1.01204 0.3128
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID mn_PID age_c edu_c
## FTP_c 0.049
## thinking_day.grandc 0.008 0.091
## meaning_day.grandc -0.052 -0.427 -0.558
## thinking_PIDc 0.008 0.000 -0.005 0.003
## meaning_PIDc -0.061 -0.004 0.010 0.006 -0.288
## age_c 0.029 0.433 0.049 -0.361 0.000 -0.001
## edu_c -0.062 -0.010 -0.074 -0.019 0.003 0.000 0.088
## sex_bin -0.512 -0.079 -0.099 0.148 0.001 -0.005 -0.197 0.005
## race_bin -0.439 -0.012 -0.010 -0.076 0.003 0.004 0.201 -0.044
## work_bin -0.428 0.064 0.133 -0.012 0.006 0.002 -0.008 0.220
## inc_c -0.097 -0.084 -0.127 0.058 -0.005 0.003 -0.130 -0.324
## sex_bn rac_bn wrk_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.040
## work_bin 0.043 -0.017
## inc_c 0.154 0.007 0.012
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.11206398 -0.48309487 0.03814597 0.49660666 4.34422083
##
## Number of Observations: 2873
## Number of Groups: 201#happy mod2
fhmod2 <- lme(happy ~ FTP_c*thinking_day.grandc + FTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc + FTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fhmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8396.555 8509.914 -4179.277
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.97509928 (Intr) th_PID
## thinking_PIDc 0.09104757 0.053
## meaning_PIDc 0.25462921 -0.134 -0.018
## Residual 0.88834307
##
## Fixed effects: happy ~ FTP_c * thinking_day.grandc + FTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc + FTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.833392 0.08251112 2686 58.57868
## FTP_c 0.204995 0.05734930 196 3.57450
## thinking_day.grandc -0.008331 0.07104405 196 -0.11726
## meaning_day.grandc 0.722517 0.07459204 196 9.68625
## thinking_PIDc -0.123534 0.01646253 2686 -7.50394
## meaning_PIDc 0.199122 0.02743246 2686 7.25864
## FTP_c:thinking_day.grandc -0.002057 0.05384619 196 -0.03820
## FTP_c:meaning_day.grandc -0.009285 0.04301045 196 -0.21587
## thinking_day.grandc:meaning_day.grandc 0.079695 0.03818387 196 2.08714
## FTP_c:thinking_PIDc 0.025330 0.01150333 2686 2.20201
## FTP_c:meaning_PIDc -0.033502 0.01991310 2686 -1.68239
## thinking_PIDc:meaning_PIDc 0.035903 0.01090037 2686 3.29377
## p-value
## (Intercept) 0.0000
## FTP_c 0.0004
## thinking_day.grandc 0.9068
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## FTP_c:thinking_day.grandc 0.9696
## FTP_c:meaning_day.grandc 0.8293
## thinking_day.grandc:meaning_day.grandc 0.0382
## FTP_c:thinking_PIDc 0.0277
## FTP_c:meaning_PIDc 0.0926
## thinking_PIDc:meaning_PIDc 0.0010
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.028
## thinking_day.grandc 0.103 0.010
## meaning_day.grandc -0.229 -0.264 -0.620
## thinking_PIDc 0.027 0.004 -0.004 -0.001
## meaning_PIDc -0.100 -0.013 0.006 0.017 -0.267
## FTP_c:thinking_day.grandc 0.100 0.159 -0.192 0.049 0.002
## FTP_c:meaning_day.grandc -0.146 -0.044 0.221 -0.042 0.002
## thinking_day.grandc:meaning_day.grandc -0.439 -0.042 -0.263 0.429 -0.005
## FTP_c:thinking_PIDc 0.006 0.018 0.000 0.003 -0.045
## FTP_c:meaning_PIDc -0.005 -0.083 -0.003 0.010 -0.012
## thinking_PIDc:meaning_PIDc -0.113 -0.032 -0.005 0.034 -0.095
## mn_PID FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc -0.010
## FTP_c:meaning_day.grandc 0.015 -0.641
## thinking_day.grandc:meaning_day.grandc 0.015 -0.169 -0.139
## FTP_c:thinking_PIDc -0.018 -0.006 0.003 0.001
## FTP_c:meaning_PIDc 0.051 0.004 0.002 -0.003
## thinking_PIDc:meaning_PIDc 0.183 -0.020 0.025 0.029
## FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.224
## thinking_PIDc:meaning_PIDc -0.066 0.029
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.14153151 -0.48003237 0.03815417 0.49317975 4.34816412
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fhmod2c <- lme(happy ~ FTP_c*thinking_day.grandc + FTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc + FTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fhmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8342.876 8491.797 -4146.438
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.95813872 (Intr) th_PID
## thinking_PIDc 0.08815618 -0.047
## meaning_PIDc 0.25504018 -0.096 0.018
## Residual 0.88610921
##
## Fixed effects: happy ~ FTP_c * thinking_day.grandc + FTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc + FTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 4.856369 0.12152175 2667 39.96296
## FTP_c 0.281420 0.06426661 188 4.37894
## thinking_day.grandc 0.006348 0.07294394 188 0.08702
## meaning_day.grandc 0.656776 0.07807552 188 8.41206
## thinking_PIDc -0.126403 0.01635688 2667 -7.72784
## meaning_PIDc 0.201746 0.02755086 2667 7.32267
## age_c 0.017727 0.00657538 188 2.69590
## edu_c -0.026694 0.08669409 188 -0.30790
## sex_bin -0.263746 0.14721781 188 -1.79154
## race_bin 0.061072 0.15090951 188 0.40470
## work_bin 0.191967 0.16455666 188 1.16657
## inc_c 0.073260 0.06419424 188 1.14122
## FTP_c:thinking_day.grandc 0.004641 0.05443071 188 0.08526
## FTP_c:meaning_day.grandc -0.010421 0.04378882 188 -0.23799
## thinking_day.grandc:meaning_day.grandc 0.083226 0.03884991 188 2.14223
## FTP_c:thinking_PIDc 0.023768 0.01142491 2667 2.08040
## FTP_c:meaning_PIDc -0.032900 0.02004667 2667 -1.64119
## thinking_PIDc:meaning_PIDc 0.037298 0.01089348 2667 3.42390
## p-value
## (Intercept) 0.0000
## FTP_c 0.0000
## thinking_day.grandc 0.9307
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## age_c 0.0077
## edu_c 0.7585
## sex_bin 0.0748
## race_bin 0.6862
## work_bin 0.2449
## inc_c 0.2552
## FTP_c:thinking_day.grandc 0.9321
## FTP_c:meaning_day.grandc 0.8122
## thinking_day.grandc:meaning_day.grandc 0.0335
## FTP_c:thinking_PIDc 0.0376
## FTP_c:meaning_PIDc 0.1009
## thinking_PIDc:meaning_PIDc 0.0006
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.035
## thinking_day.grandc 0.091 0.052
## meaning_day.grandc -0.153 -0.356 -0.606
## thinking_PIDc -0.003 0.003 -0.001 -0.004
## meaning_PIDc -0.054 -0.011 0.004 0.014 -0.257
## age_c 0.001 0.432 0.014 -0.272 0.000
## edu_c -0.038 -0.021 -0.036 -0.054 0.001
## sex_bin -0.504 -0.067 -0.119 0.149 0.000
## race_bin -0.409 -0.013 -0.012 -0.097 -0.001
## work_bin -0.361 0.059 0.152 -0.094 0.001
## inc_c -0.106 -0.069 -0.143 0.073 0.001
## FTP_c:thinking_day.grandc -0.035 0.163 -0.161 0.019 0.003
## FTP_c:meaning_day.grandc 0.050 -0.034 0.184 -0.022 -0.004
## thinking_day.grandc:meaning_day.grandc -0.233 -0.015 -0.287 0.408 0.000
## FTP_c:thinking_PIDc 0.004 -0.014 0.000 -0.001 -0.040
## FTP_c:meaning_PIDc -0.004 -0.056 -0.002 0.010 -0.014
## thinking_PIDc:meaning_PIDc -0.082 -0.028 0.003 0.027 -0.097
## mn_PID age_c edu_c sex_bn rac_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.002
## edu_c 0.000 0.078
## sex_bin -0.006 -0.193 -0.001
## race_bin 0.005 0.181 -0.041 -0.031
## work_bin 0.002 -0.037 0.223 0.048 0.023
## inc_c -0.002 -0.123 -0.328 0.160 0.009
## FTP_c:thinking_day.grandc -0.010 0.005 -0.041 0.076 0.091
## FTP_c:meaning_day.grandc 0.014 0.039 0.030 -0.081 -0.152
## thinking_day.grandc:meaning_day.grandc 0.012 0.093 -0.072 0.029 -0.056
## FTP_c:thinking_PIDc -0.019 0.001 -0.004 0.004 -0.001
## FTP_c:meaning_PIDc 0.061 -0.003 0.003 -0.003 0.003
## thinking_PIDc:meaning_PIDc 0.181 0.005 0.004 -0.015 0.018
## wrk_bn inc_c FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.010
## FTP_c:thinking_day.grandc 0.113 0.066
## FTP_c:meaning_day.grandc -0.152 -0.046 -0.656
## thinking_day.grandc:meaning_day.grandc -0.181 0.031 -0.193 -0.085
## FTP_c:thinking_PIDc -0.003 0.002 0.001 -0.006 0.001
## FTP_c:meaning_PIDc 0.003 -0.001 -0.001 0.004 -0.002
## thinking_PIDc:meaning_PIDc 0.012 -0.012 -0.021 0.025 0.027
## FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.212
## thinking_PIDc:meaning_PIDc -0.070 0.030
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.14295237 -0.47565847 0.03475748 0.49147780 4.35626503
##
## Number of Observations: 2873
## Number of Groups: 201#happy mod3
fhmod3 <- lme(happy ~ FTP_c*thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fhmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8413.177 8538.454 -4185.589
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.97702047 (Intr) th_PID
## thinking_PIDc 0.09180044 0.065
## meaning_PIDc 0.25463043 -0.143 -0.035
## Residual 0.88845933
##
## Fixed effects: happy ~ FTP_c * thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.838249 0.08308080 2685 58.23547
## FTP_c 0.227914 0.06805237 195 3.34910
## thinking_day.grandc -0.002191 0.07161248 195 -0.03060
## meaning_day.grandc 0.726072 0.07492261 195 9.69095
## thinking_PIDc -0.124046 0.01654764 2685 -7.49630
## meaning_PIDc 0.199359 0.02745567 2685 7.26112
## FTP_c:thinking_day.grandc 0.009935 0.05661556 195 0.17548
## FTP_c:meaning_day.grandc -0.033147 0.05489778 195 -0.60380
## thinking_day.grandc:meaning_day.grandc 0.077841 0.03830882 195 2.03194
## FTP_c:thinking_PIDc 0.025181 0.01153014 2685 2.18395
## FTP_c:meaning_PIDc -0.031518 0.02041580 2685 -1.54380
## thinking_PIDc:meaning_PIDc 0.035960 0.01091690 2685 3.29395
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.017373 0.02433222 195 -0.71399
## FTP_c:thinking_PIDc:meaning_PIDc 0.003968 0.00805649 2685 0.49256
## p-value
## (Intercept) 0.0000
## FTP_c 0.0010
## thinking_day.grandc 0.9756
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## FTP_c:thinking_day.grandc 0.8609
## FTP_c:meaning_day.grandc 0.5467
## thinking_day.grandc:meaning_day.grandc 0.0435
## FTP_c:thinking_PIDc 0.0291
## FTP_c:meaning_PIDc 0.1228
## thinking_PIDc:meaning_PIDc 0.0010
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.4761
## FTP_c:thinking_PIDc:meaning_PIDc 0.6224
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.078
## thinking_day.grandc 0.113 0.070
## meaning_day.grandc -0.220 -0.185 -0.606
## thinking_PIDc 0.034 0.011 -0.004 -0.002
## meaning_PIDc -0.106 -0.016 0.006 0.018 -0.274
## FTP_c:thinking_day.grandc 0.125 0.290 -0.147 0.069 0.004
## FTP_c:meaning_day.grandc -0.174 -0.358 0.101 -0.078 0.000
## thinking_day.grandc:meaning_day.grandc -0.442 -0.067 -0.268 0.422 -0.005
## FTP_c:thinking_PIDc 0.006 0.020 0.000 0.003 -0.044
## FTP_c:meaning_PIDc -0.013 -0.107 -0.008 0.014 -0.029
## thinking_PIDc:meaning_PIDc -0.114 -0.037 -0.007 0.035 -0.098
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.098 -0.529 -0.115 -0.074 -0.001
## FTP_c:thinking_PIDc:meaning_PIDc -0.032 -0.118 -0.014 0.022 -0.080
## mn_PID FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc -0.011
## FTP_c:meaning_day.grandc 0.013 -0.668
## thinking_day.grandc:meaning_day.grandc 0.016 -0.179 -0.071
## FTP_c:thinking_PIDc -0.018 -0.007 0.003 0.001
## FTP_c:meaning_PIDc 0.058 -0.008 0.021 -0.001
## thinking_PIDc:meaning_PIDc 0.184 -0.022 0.026 0.030
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.001 -0.305 0.620 0.061
## FTP_c:thinking_PIDc:meaning_PIDc 0.043 -0.031 0.045 0.006
## FTP_c:t_PID FTP_c:m_PID t_PID:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.226
## thinking_PIDc:meaning_PIDc -0.066 0.039
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.000 0.028 0.010
## FTP_c:thinking_PIDc:meaning_PIDc -0.012 0.221 0.049
## FTP_:_.:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## FTP_c:thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc:meaning_PIDc 0.055
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.13801588 -0.47889004 0.03789705 0.49066643 4.35064474
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fhmod3c <- lme(happy ~ FTP_c*thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fhmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8359.662 8520.478 -4152.831
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.96031193 (Intr) th_PID
## thinking_PIDc 0.08903964 -0.032
## meaning_PIDc 0.25507248 -0.103 -0.002
## Residual 0.88620677
##
## Fixed effects: happy ~ FTP_c * thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 4.861488 0.12246226 2666 39.69785
## FTP_c 0.298777 0.07520638 187 3.97277
## thinking_day.grandc 0.011250 0.07364582 187 0.15276
## meaning_day.grandc 0.659183 0.07839694 187 8.40828
## thinking_PIDc -0.126963 0.01645406 2666 -7.71619
## meaning_PIDc 0.201934 0.02757984 2666 7.32179
## age_c 0.017689 0.00658858 187 2.68487
## edu_c -0.025710 0.08687415 187 -0.29595
## sex_bin -0.259354 0.14764978 187 -1.75655
## race_bin 0.055715 0.15161929 187 0.36747
## work_bin 0.190222 0.16501162 187 1.15278
## inc_c 0.072544 0.06433842 187 1.12754
## FTP_c:thinking_day.grandc 0.014293 0.05751330 187 0.24852
## FTP_c:meaning_day.grandc -0.028775 0.05564714 187 -0.51709
## thinking_day.grandc:meaning_day.grandc 0.081490 0.03900836 187 2.08904
## FTP_c:thinking_PIDc 0.023588 0.01145746 2666 2.05870
## FTP_c:meaning_PIDc -0.030647 0.02054668 2666 -1.49160
## thinking_PIDc:meaning_PIDc 0.037383 0.01091480 2666 3.42500
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.013225 0.02443610 187 -0.54122
## FTP_c:thinking_PIDc:meaning_PIDc 0.004340 0.00806285 2666 0.53821
## p-value
## (Intercept) 0.0000
## FTP_c 0.0001
## thinking_day.grandc 0.8787
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## age_c 0.0079
## edu_c 0.7676
## sex_bin 0.0806
## race_bin 0.7137
## work_bin 0.2505
## inc_c 0.2610
## FTP_c:thinking_day.grandc 0.8040
## FTP_c:meaning_day.grandc 0.6057
## thinking_day.grandc:meaning_day.grandc 0.0381
## FTP_c:thinking_PIDc 0.0396
## FTP_c:meaning_PIDc 0.1359
## thinking_PIDc:meaning_PIDc 0.0006
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.5890
## FTP_c:thinking_PIDc:meaning_PIDc 0.5905
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.085
## thinking_day.grandc 0.103 0.108
## meaning_day.grandc -0.146 -0.276 -0.593
## thinking_PIDc 0.002 0.012 0.000 -0.006
## meaning_PIDc -0.057 -0.016 0.003 0.015 -0.265
## age_c 0.002 0.373 0.014 -0.271 0.001
## edu_c -0.039 -0.024 -0.038 -0.054 0.001
## sex_bin -0.496 -0.034 -0.112 0.151 0.001
## race_bin -0.413 -0.049 -0.021 -0.101 -0.002
## work_bin -0.363 0.030 0.146 -0.096 0.001
## inc_c -0.108 -0.071 -0.144 0.072 -0.001
## FTP_c:thinking_day.grandc 0.000 0.295 -0.112 0.036 0.006
## FTP_c:meaning_day.grandc -0.025 -0.337 0.068 -0.054 -0.006
## thinking_day.grandc:meaning_day.grandc -0.238 -0.046 -0.293 0.402 -0.001
## FTP_c:thinking_PIDc 0.004 -0.008 0.000 -0.001 -0.039
## FTP_c:meaning_PIDc -0.011 -0.083 -0.007 0.014 -0.031
## thinking_PIDc:meaning_PIDc -0.083 -0.037 0.000 0.028 -0.101
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.105 -0.509 -0.123 -0.059 -0.005
## FTP_c:thinking_PIDc:meaning_PIDc -0.025 -0.116 -0.017 0.024 -0.084
## mn_PID age_c edu_c sex_bn rac_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.002
## edu_c 0.001 0.077
## sex_bin -0.007 -0.192 -0.002
## race_bin 0.006 0.180 -0.040 -0.034
## work_bin 0.002 -0.037 0.224 0.046 0.026
## inc_c -0.001 -0.123 -0.327 0.159 0.011
## FTP_c:thinking_day.grandc -0.012 0.007 -0.043 0.086 0.062
## FTP_c:meaning_day.grandc 0.015 0.027 0.031 -0.091 -0.074
## thinking_day.grandc:meaning_day.grandc 0.013 0.093 -0.071 0.026 -0.051
## FTP_c:thinking_PIDc -0.019 0.001 -0.004 0.004 -0.001
## FTP_c:meaning_PIDc 0.069 -0.004 0.004 -0.006 0.006
## thinking_PIDc:meaning_PIDc 0.184 0.005 0.005 -0.015 0.019
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.005 -0.006 0.012 -0.044 0.074
## FTP_c:thinking_PIDc:meaning_PIDc 0.045 -0.005 0.007 -0.009 0.008
## wrk_bn inc_c FTP_c:t_. FTP_c:m_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.011
## FTP_c:thinking_day.grandc 0.094 0.056
## FTP_c:meaning_day.grandc -0.096 -0.024 -0.686
## thinking_day.grandc:meaning_day.grandc -0.178 0.032 -0.204 -0.027
## FTP_c:thinking_PIDc -0.003 0.002 0.000 -0.003
## FTP_c:meaning_PIDc 0.005 0.002 -0.012 0.021
## thinking_PIDc:meaning_PIDc 0.013 -0.011 -0.025 0.030
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.039 0.020 -0.317 0.615
## FTP_c:thinking_PIDc:meaning_PIDc 0.008 0.013 -0.032 0.045
## t_.:_. FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc 0.001
## FTP_c:meaning_PIDc 0.000 -0.216
## thinking_PIDc:meaning_PIDc 0.028 -0.070 0.041
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.065 0.002 0.028
## FTP_c:thinking_PIDc:meaning_PIDc 0.005 -0.015 0.219
## t_PID: FTP_:_.:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.016
## FTP_c:thinking_PIDc:meaning_PIDc 0.055 0.061
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.13916041 -0.47388405 0.03388657 0.49128939 4.35819821
##
## Number of Observations: 2873
## Number of Groups: 201#CALM mod1
fcmod1 <- lme(calm ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fcmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9015.605 9093.193 -4494.803
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.00194923 (Intr) th_PID
## thinking_PIDc 0.07516515 0.433
## meaning_PIDc 0.23510346 -0.139 0.111
## Residual 1.01152311
##
## Fixed effects: calm ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 5.246681 0.07290746 2689 71.96356 0.0000
## FTP_c 0.180179 0.05781124 199 3.11668 0.0021
## thinking_day.grandc -0.127897 0.06818759 199 -1.87566 0.0622
## meaning_day.grandc 0.352917 0.06766837 199 5.21540 0.0000
## thinking_PIDc -0.123236 0.01734809 2689 -7.10372 0.0000
## meaning_PIDc 0.091716 0.02741010 2689 3.34608 0.0008
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.026
## thinking_day.grandc 0.002 0.037
## meaning_day.grandc -0.007 -0.320 -0.582
## thinking_PIDc 0.128 0.004 -0.023 0.021
## meaning_PIDc -0.081 -0.001 0.016 -0.002 -0.258
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.8423125 -0.4329896 0.1011032 0.5422886 4.4905046
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fcmod1c <- lme(calm ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fcmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8980.638 9093.858 -4471.319
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.99556663 (Intr) th_PID
## thinking_PIDc 0.07486942 0.461
## meaning_PIDc 0.23590643 -0.172 0.124
## Residual 1.01282347
##
## Fixed effects: calm ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.172668 0.12190133 2670 42.43324 0.0000
## FTP_c 0.254686 0.06512001 191 3.91103 0.0001
## thinking_day.grandc -0.117822 0.07038394 191 -1.67399 0.0958
## meaning_day.grandc 0.270105 0.07270648 191 3.71500 0.0003
## thinking_PIDc -0.123436 0.01739340 2670 -7.09671 0.0000
## meaning_PIDc 0.093455 0.02756871 2670 3.38990 0.0007
## age_c 0.020392 0.00676550 191 3.01413 0.0029
## edu_c 0.030234 0.08925640 191 0.33873 0.7352
## sex_bin -0.102206 0.15182933 191 -0.67316 0.5017
## race_bin 0.317479 0.15390460 191 2.06283 0.0405
## work_bin 0.019897 0.16470411 191 0.12081 0.9040
## inc_c -0.011444 0.06617948 191 -0.17292 0.8629
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID mn_PID age_c edu_c
## FTP_c 0.050
## thinking_day.grandc 0.008 0.091
## meaning_day.grandc -0.052 -0.431 -0.555
## thinking_PIDc 0.063 0.002 -0.020 0.024
## meaning_PIDc -0.052 -0.002 0.015 -0.001 -0.254
## age_c 0.030 0.433 0.049 -0.362 -0.007 0.000
## edu_c -0.062 -0.009 -0.076 -0.018 0.007 -0.005 0.088
## sex_bin -0.511 -0.080 -0.099 0.152 0.013 -0.007 -0.198 0.006
## race_bin -0.438 -0.012 -0.009 -0.079 0.010 -0.003 0.201 -0.044
## work_bin -0.427 0.062 0.133 -0.011 0.016 -0.007 -0.008 0.220
## inc_c -0.097 -0.087 -0.127 0.058 -0.021 0.014 -0.130 -0.323
## sex_bn rac_bn wrk_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.040
## work_bin 0.045 -0.017
## inc_c 0.154 0.009 0.012
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.86473169 -0.43536253 0.09749313 0.54252995 4.48799903
##
## Number of Observations: 2873
## Number of Groups: 201#calm mod2
fcmod2 <- lme(calm ~ FTP_c*thinking_day.grandc + FTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc + FTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fcmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9048.035 9161.393 -4505.017
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.98270886 (Intr) th_PID
## thinking_PIDc 0.07673699 0.302
## meaning_PIDc 0.23163810 -0.104 0.136
## Residual 1.01132015
##
## Fixed effects: calm ~ FTP_c * thinking_day.grandc + FTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc + FTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 5.131501 0.08383626 2686 61.20861
## FTP_c 0.190858 0.05824043 196 3.27707
## thinking_day.grandc -0.194391 0.07209613 196 -2.69628
## meaning_day.grandc 0.461823 0.07561724 196 6.10738
## thinking_PIDc -0.124172 0.01754432 2686 -7.07761
## meaning_PIDc 0.087723 0.02787725 2686 3.14676
## FTP_c:thinking_day.grandc -0.006730 0.05459886 196 -0.12326
## FTP_c:meaning_day.grandc -0.018853 0.04352253 196 -0.43317
## thinking_day.grandc:meaning_day.grandc 0.119197 0.03878620 196 3.07318
## FTP_c:thinking_PIDc 0.014658 0.01215888 2686 1.20555
## FTP_c:meaning_PIDc -0.035567 0.01999036 2686 -1.77920
## thinking_PIDc:meaning_PIDc -0.005424 0.01206795 2686 -0.44942
## p-value
## (Intercept) 0.0000
## FTP_c 0.0012
## thinking_day.grandc 0.0076
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0017
## FTP_c:thinking_day.grandc 0.9020
## FTP_c:meaning_day.grandc 0.6654
## thinking_day.grandc:meaning_day.grandc 0.0024
## FTP_c:thinking_PIDc 0.2281
## FTP_c:meaning_PIDc 0.0753
## thinking_PIDc:meaning_PIDc 0.6532
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.028
## thinking_day.grandc 0.104 0.010
## meaning_day.grandc -0.228 -0.264 -0.620
## thinking_PIDc 0.088 0.003 -0.008 0.005
## meaning_PIDc -0.077 -0.011 0.007 0.009 -0.267
## FTP_c:thinking_day.grandc 0.100 0.159 -0.192 0.049 -0.002
## FTP_c:meaning_day.grandc -0.145 -0.044 0.223 -0.043 0.016
## thinking_day.grandc:meaning_day.grandc -0.438 -0.042 -0.264 0.429 -0.015
## FTP_c:thinking_PIDc 0.004 0.083 -0.004 0.013 -0.052
## FTP_c:meaning_PIDc -0.005 -0.055 -0.002 0.001 -0.021
## thinking_PIDc:meaning_PIDc -0.119 -0.032 -0.015 0.036 -0.088
## mn_PID FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc -0.006
## FTP_c:meaning_day.grandc 0.004 -0.639
## thinking_day.grandc:meaning_day.grandc 0.012 -0.171 -0.139
## FTP_c:thinking_PIDc -0.025 -0.017 0.021 0.000
## FTP_c:meaning_PIDc 0.060 0.010 -0.004 -0.003
## thinking_PIDc:meaning_PIDc 0.204 -0.015 0.019 0.028
## FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.216
## thinking_PIDc:meaning_PIDc -0.064 0.038
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.87593652 -0.43275622 0.08587853 0.54803309 4.52191611
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fcmod2c <- lme(calm ~ FTP_c*thinking_day.grandc + FTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc + FTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fcmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9011.542 9160.463 -4480.771
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.97015997 (Intr) th_PID
## thinking_PIDc 0.07667796 0.324
## meaning_PIDc 0.23297399 -0.129 0.143
## Residual 1.01260875
##
## Fixed effects: calm ~ FTP_c * thinking_day.grandc + FTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc + FTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 5.075454 0.12378122 2667 41.00343
## FTP_c 0.274646 0.06550124 188 4.19298
## thinking_day.grandc -0.202100 0.07416624 188 -2.72496
## meaning_day.grandc 0.389069 0.07933624 188 4.90405
## thinking_PIDc -0.124591 0.01760166 2667 -7.07834
## meaning_PIDc 0.089676 0.02808583 2667 3.19291
## age_c 0.022630 0.00669376 188 3.38078
## edu_c 0.007755 0.08809579 188 0.08803
## sex_bin -0.076720 0.14971391 188 -0.51245
## race_bin 0.281581 0.15344348 188 1.83508
## work_bin -0.086176 0.16726394 188 -0.51521
## inc_c -0.001000 0.06523671 188 -0.01533
## FTP_c:thinking_day.grandc -0.001226 0.05531989 188 -0.02216
## FTP_c:meaning_day.grandc -0.019486 0.04442405 188 -0.43863
## thinking_day.grandc:meaning_day.grandc 0.131622 0.03957713 188 3.32572
## FTP_c:thinking_PIDc 0.014344 0.01219881 2667 1.17588
## FTP_c:meaning_PIDc -0.034115 0.02017426 2667 -1.69103
## thinking_PIDc:meaning_PIDc -0.005005 0.01212995 2667 -0.41261
## p-value
## (Intercept) 0.0000
## FTP_c 0.0000
## thinking_day.grandc 0.0070
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0014
## age_c 0.0009
## edu_c 0.9299
## sex_bin 0.6089
## race_bin 0.0681
## work_bin 0.6070
## inc_c 0.9878
## FTP_c:thinking_day.grandc 0.9823
## FTP_c:meaning_day.grandc 0.6614
## thinking_day.grandc:meaning_day.grandc 0.0011
## FTP_c:thinking_PIDc 0.2397
## FTP_c:meaning_PIDc 0.0909
## thinking_PIDc:meaning_PIDc 0.6799
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.035
## thinking_day.grandc 0.092 0.052
## meaning_day.grandc -0.154 -0.355 -0.605
## thinking_PIDc 0.055 0.002 -0.005 0.006
## meaning_PIDc -0.056 -0.012 0.006 0.010 -0.265
## age_c 0.002 0.431 0.013 -0.272 -0.006
## edu_c -0.038 -0.021 -0.037 -0.053 0.005
## sex_bin -0.504 -0.067 -0.119 0.152 0.009
## race_bin -0.408 -0.013 -0.013 -0.098 0.003
## work_bin -0.360 0.059 0.153 -0.094 0.010
## inc_c -0.106 -0.070 -0.142 0.072 -0.014
## FTP_c:thinking_day.grandc -0.035 0.162 -0.161 0.019 0.000
## FTP_c:meaning_day.grandc 0.051 -0.034 0.185 -0.023 0.013
## thinking_day.grandc:meaning_day.grandc -0.233 -0.015 -0.287 0.408 -0.018
## FTP_c:thinking_PIDc 0.005 0.079 -0.004 0.012 -0.047
## FTP_c:meaning_PIDc -0.004 -0.062 -0.001 0.003 -0.022
## thinking_PIDc:meaning_PIDc -0.087 -0.029 -0.011 0.031 -0.091
## mn_PID age_c edu_c sex_bn rac_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.002
## edu_c -0.002 0.078
## sex_bin -0.007 -0.193 -0.001
## race_bin 0.001 0.181 -0.041 -0.031
## work_bin -0.006 -0.037 0.223 0.048 0.023
## inc_c 0.007 -0.124 -0.328 0.160 0.010
## FTP_c:thinking_day.grandc -0.009 0.005 -0.042 0.075 0.091
## FTP_c:meaning_day.grandc 0.007 0.039 0.031 -0.080 -0.154
## thinking_day.grandc:meaning_day.grandc 0.015 0.094 -0.072 0.030 -0.055
## FTP_c:thinking_PIDc -0.026 0.001 -0.003 -0.004 -0.002
## FTP_c:meaning_PIDc 0.069 -0.003 0.006 -0.004 0.003
## thinking_PIDc:meaning_PIDc 0.204 0.007 0.008 -0.011 0.019
## wrk_bn inc_c FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.010
## FTP_c:thinking_day.grandc 0.112 0.066
## FTP_c:meaning_day.grandc -0.153 -0.046 -0.654
## thinking_day.grandc:meaning_day.grandc -0.182 0.030 -0.195 -0.085
## FTP_c:thinking_PIDc 0.004 0.011 -0.017 0.022 0.000
## FTP_c:meaning_PIDc 0.001 -0.007 0.010 -0.003 -0.005
## thinking_PIDc:meaning_PIDc 0.008 -0.013 -0.014 0.016 0.026
## FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.213
## thinking_PIDc:meaning_PIDc -0.067 0.038
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.86977996 -0.43721678 0.09053914 0.54419434 4.52120709
##
## Number of Observations: 2873
## Number of Groups: 201#calm mod3
fcmod3 <- lme(calm ~ FTP_c*thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fcmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9064.817 9190.094 -4511.409
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.98526257 (Intr) th_PID
## thinking_PIDc 0.08058794 0.286
## meaning_PIDc 0.23192011 -0.107 0.133
## Residual 1.01099833
##
## Fixed effects: calm ~ FTP_c * thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 5.130324 0.08449081 2685 60.72050
## FTP_c 0.183445 0.06918528 195 2.65151
## thinking_day.grandc -0.196544 0.07275994 195 -2.70126
## meaning_day.grandc 0.458845 0.07604498 195 6.03386
## thinking_PIDc -0.123672 0.01772991 2685 -6.97532
## meaning_PIDc 0.087143 0.02794621 2685 3.11825
## FTP_c:thinking_day.grandc -0.011273 0.05749723 195 -0.19607
## FTP_c:meaning_day.grandc -0.008578 0.05566680 195 -0.15410
## thinking_day.grandc:meaning_day.grandc 0.119691 0.03895208 195 3.07277
## FTP_c:thinking_PIDc 0.014579 0.01226205 2685 1.18892
## FTP_c:meaning_PIDc -0.038352 0.02062866 2685 -1.85914
## thinking_PIDc:meaning_PIDc -0.005601 0.01209155 2685 -0.46321
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.007586 0.02470898 195 0.30700
## FTP_c:thinking_PIDc:meaning_PIDc -0.004850 0.00888019 2685 -0.54615
## p-value
## (Intercept) 0.0000
## FTP_c 0.0087
## thinking_day.grandc 0.0075
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0018
## FTP_c:thinking_day.grandc 0.8448
## FTP_c:meaning_day.grandc 0.8777
## thinking_day.grandc:meaning_day.grandc 0.0024
## FTP_c:thinking_PIDc 0.2346
## FTP_c:meaning_PIDc 0.0631
## thinking_PIDc:meaning_PIDc 0.6433
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.7592
## FTP_c:thinking_PIDc:meaning_PIDc 0.5850
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.079
## thinking_day.grandc 0.114 0.070
## meaning_day.grandc -0.220 -0.186 -0.605
## thinking_PIDc 0.089 0.010 -0.007 0.003
## meaning_PIDc -0.080 -0.015 0.006 0.010 -0.268
## FTP_c:thinking_day.grandc 0.125 0.292 -0.146 0.068 0.000
## FTP_c:meaning_day.grandc -0.174 -0.358 0.101 -0.079 0.011
## thinking_day.grandc:meaning_day.grandc -0.442 -0.069 -0.269 0.422 -0.015
## FTP_c:thinking_PIDc 0.005 0.072 -0.003 0.013 -0.050
## FTP_c:meaning_PIDc -0.014 -0.079 -0.006 0.007 -0.040
## thinking_PIDc:meaning_PIDc -0.122 -0.040 -0.017 0.036 -0.091
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.098 -0.528 -0.116 -0.075 0.001
## FTP_c:thinking_PIDc:meaning_PIDc -0.037 -0.123 -0.013 0.026 -0.079
## mn_PID FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc -0.008
## FTP_c:meaning_day.grandc 0.005 -0.667
## thinking_day.grandc:meaning_day.grandc 0.013 -0.182 -0.071
## FTP_c:thinking_PIDc -0.025 -0.014 0.013 0.000
## FTP_c:meaning_PIDc 0.070 -0.003 0.012 0.001
## thinking_PIDc:meaning_PIDc 0.206 -0.021 0.027 0.030
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.001 -0.305 0.621 0.060
## FTP_c:thinking_PIDc:meaning_PIDc 0.051 -0.044 0.047 0.016
## FTP_c:t_PID FTP_c:m_PID t_PID:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.209
## thinking_PIDc:meaning_PIDc -0.064 0.047
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.005 0.017 0.017
## FTP_c:thinking_PIDc:meaning_PIDc -0.001 0.242 0.040
## FTP_:_.:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## FTP_c:thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc:meaning_PIDc 0.049
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.87927562 -0.43215752 0.09399049 0.54921361 4.53156129
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fcmod3c <- lme(calm ~ FTP_c*thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fcmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9028.207 9189.023 -4487.104
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.97262884 (Intr) th_PID
## thinking_PIDc 0.08072872 0.308
## meaning_PIDc 0.23325787 -0.132 0.138
## Residual 1.01226643
##
## Fixed effects: calm ~ FTP_c * thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 5.071116 0.12477966 2666 40.64056
## FTP_c 0.262872 0.07665734 187 3.42918
## thinking_day.grandc -0.205416 0.07491105 187 -2.74213
## meaning_day.grandc 0.385776 0.07969643 187 4.84057
## thinking_PIDc -0.124032 0.01779960 2666 -6.96825
## meaning_PIDc 0.089037 0.02815932 2666 3.16190
## age_c 0.022644 0.00670927 187 3.37510
## edu_c 0.008222 0.08830683 187 0.09311
## sex_bin -0.077859 0.15020000 187 -0.51837
## race_bin 0.286351 0.15420984 187 1.85689
## work_bin -0.084045 0.16777555 187 -0.50094
## inc_c -0.001011 0.06540489 187 -0.01546
## FTP_c:thinking_day.grandc -0.007892 0.05847088 187 -0.13497
## FTP_c:meaning_day.grandc -0.005671 0.05651106 187 -0.10035
## thinking_day.grandc:meaning_day.grandc 0.132437 0.03974572 187 3.33211
## FTP_c:thinking_PIDc 0.014271 0.01230801 2666 1.15946
## FTP_c:meaning_PIDc -0.036946 0.02081997 2666 -1.77452
## thinking_PIDc:meaning_PIDc -0.005219 0.01215891 2666 -0.42921
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.010149 0.02485699 187 0.40830
## FTP_c:thinking_PIDc:meaning_PIDc -0.004983 0.00894083 2666 -0.55732
## p-value
## (Intercept) 0.0000
## FTP_c 0.0007
## thinking_day.grandc 0.0067
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0016
## age_c 0.0009
## edu_c 0.9259
## sex_bin 0.6048
## race_bin 0.0649
## work_bin 0.6170
## inc_c 0.9877
## FTP_c:thinking_day.grandc 0.8928
## FTP_c:meaning_day.grandc 0.9202
## thinking_day.grandc:meaning_day.grandc 0.0010
## FTP_c:thinking_PIDc 0.2464
## FTP_c:meaning_PIDc 0.0761
## thinking_PIDc:meaning_PIDc 0.6678
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.6835
## FTP_c:thinking_PIDc:meaning_PIDc 0.5774
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.085
## thinking_day.grandc 0.104 0.108
## meaning_day.grandc -0.147 -0.275 -0.592
## thinking_PIDc 0.056 0.009 -0.005 0.003
## meaning_PIDc -0.059 -0.016 0.006 0.012 -0.267
## age_c 0.002 0.373 0.014 -0.271 -0.005
## edu_c -0.039 -0.024 -0.038 -0.054 0.005
## sex_bin -0.496 -0.035 -0.113 0.154 0.009
## race_bin -0.413 -0.049 -0.022 -0.102 0.003
## work_bin -0.362 0.030 0.146 -0.096 0.010
## inc_c -0.108 -0.071 -0.144 0.071 -0.015
## FTP_c:thinking_day.grandc 0.000 0.295 -0.112 0.036 0.002
## FTP_c:meaning_day.grandc -0.024 -0.337 0.068 -0.055 0.009
## thinking_day.grandc:meaning_day.grandc -0.238 -0.045 -0.292 0.403 -0.019
## FTP_c:thinking_PIDc 0.005 0.071 -0.003 0.012 -0.044
## FTP_c:meaning_PIDc -0.012 -0.087 -0.006 0.008 -0.042
## thinking_PIDc:meaning_PIDc -0.089 -0.039 -0.014 0.031 -0.094
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.104 -0.508 -0.124 -0.060 0.001
## FTP_c:thinking_PIDc:meaning_PIDc -0.030 -0.121 -0.015 0.025 -0.082
## mn_PID age_c edu_c sex_bn rac_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.002
## edu_c -0.002 0.077
## sex_bin -0.008 -0.192 -0.002
## race_bin 0.002 0.180 -0.040 -0.034
## work_bin -0.005 -0.038 0.224 0.046 0.026
## inc_c 0.007 -0.124 -0.327 0.158 0.012
## FTP_c:thinking_day.grandc -0.010 0.007 -0.044 0.085 0.063
## FTP_c:meaning_day.grandc 0.008 0.027 0.032 -0.090 -0.075
## thinking_day.grandc:meaning_day.grandc 0.015 0.093 -0.071 0.027 -0.050
## FTP_c:thinking_PIDc -0.027 0.001 -0.004 -0.003 -0.002
## FTP_c:meaning_PIDc 0.080 -0.005 0.008 -0.007 0.006
## thinking_PIDc:meaning_PIDc 0.206 0.006 0.008 -0.012 0.021
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.002 -0.006 0.012 -0.044 0.073
## FTP_c:thinking_PIDc:meaning_PIDc 0.053 -0.009 0.009 -0.010 0.011
## wrk_bn inc_c FTP_c:t_. FTP_c:m_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.011
## FTP_c:thinking_day.grandc 0.094 0.056
## FTP_c:meaning_day.grandc -0.096 -0.023 -0.684
## thinking_day.grandc:meaning_day.grandc -0.179 0.032 -0.205 -0.028
## FTP_c:thinking_PIDc 0.003 0.011 -0.014 0.013
## FTP_c:meaning_PIDc 0.004 -0.003 -0.004 0.015
## thinking_PIDc:meaning_PIDc 0.009 -0.012 -0.021 0.026
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.038 0.021 -0.316 0.616
## FTP_c:thinking_PIDc:meaning_PIDc 0.010 0.014 -0.044 0.049
## t_.:_. FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc -0.001
## FTP_c:meaning_PIDc -0.001 -0.207
## thinking_PIDc:meaning_PIDc 0.027 -0.067 0.049
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.063 -0.006 0.021
## FTP_c:thinking_PIDc:meaning_PIDc 0.011 -0.005 0.242
## t_PID: FTP_:_.:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.020
## FTP_c:thinking_PIDc:meaning_PIDc 0.049 0.053
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.86747535 -0.43388178 0.09331311 0.54083565 4.53061226
##
## Number of Observations: 2873
## Number of Groups: 201#PROUD mod1
fpmod1 <- lme(proud ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fpmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8526.763 8604.351 -4250.382
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2319244 (Intr) th_PID
## thinking_PIDc 0.1395119 -0.030
## meaning_PIDc 0.2236232 -0.073 -0.444
## Residual 0.9034871
##
## Fixed effects: proud ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.060071 0.08817658 2689 46.04478 0.0000
## FTP_c 0.127024 0.07046833 199 1.80257 0.0730
## thinking_day.grandc 0.292611 0.08317332 199 3.51809 0.0005
## meaning_day.grandc 0.607489 0.08264608 199 7.35049 0.0000
## thinking_PIDc -0.031371 0.01868136 2689 -1.67925 0.0932
## meaning_PIDc 0.167484 0.02539045 2689 6.59636 0.0000
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.027
## thinking_day.grandc 0.002 0.037
## meaning_day.grandc -0.008 -0.316 -0.584
## thinking_PIDc -0.015 -0.001 0.000 -0.002
## meaning_PIDc -0.045 -0.003 0.004 0.006 -0.422
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.43036514 -0.47308694 0.01875186 0.51775853 4.41740614
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fpmod1c <- lme(proud ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fpmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8476.55 8589.769 -4219.275
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2064215 (Intr) th_PID
## thinking_PIDc 0.1406571 -0.081
## meaning_PIDc 0.2229324 -0.034 -0.435
## Residual 0.9025507
##
## Fixed effects: proud ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.116365 0.14627536 2670 28.141204 0.0000
## FTP_c 0.162024 0.07846910 191 2.064811 0.0403
## thinking_day.grandc 0.315816 0.08482384 191 3.723198 0.0003
## meaning_day.grandc 0.546465 0.08770922 191 6.230418 0.0000
## thinking_PIDc -0.032340 0.01877466 2670 -1.722551 0.0851
## meaning_PIDc 0.169126 0.02544816 2670 6.645890 0.0000
## age_c 0.010896 0.00813145 191 1.339979 0.1818
## edu_c -0.186169 0.10767706 191 -1.728954 0.0854
## sex_bin -0.507066 0.18282533 191 -2.773499 0.0061
## race_bin 0.352615 0.18544137 191 1.901492 0.0587
## work_bin 0.059099 0.19861102 191 0.297560 0.7664
## inc_c 0.108078 0.07981687 191 1.354070 0.1773
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID mn_PID age_c edu_c
## FTP_c 0.049
## thinking_day.grandc 0.008 0.091
## meaning_day.grandc -0.052 -0.428 -0.558
## thinking_PIDc -0.023 -0.002 0.003 -0.005
## meaning_PIDc -0.015 -0.002 0.001 0.005 -0.419
## age_c 0.029 0.433 0.048 -0.361 0.001 0.000
## edu_c -0.062 -0.010 -0.075 -0.019 0.001 0.000 0.089
## sex_bin -0.513 -0.079 -0.099 0.148 -0.003 -0.001 -0.197 0.005
## race_bin -0.440 -0.013 -0.009 -0.076 -0.001 0.004 0.201 -0.044
## work_bin -0.429 0.064 0.132 -0.013 0.000 0.003 -0.008 0.219
## inc_c -0.097 -0.084 -0.127 0.058 0.002 -0.002 -0.130 -0.324
## sex_bn rac_bn wrk_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.040
## work_bin 0.044 -0.017
## inc_c 0.155 0.007 0.011
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.4339796 -0.4731189 0.0177216 0.5199912 4.4555327
##
## Number of Observations: 2873
## Number of Groups: 201#proud mod2
fpmod2 <- lme(proud ~ FTP_c*thinking_day.grandc + FTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc + FTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fpmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8561.266 8674.624 -4261.633
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2345013 (Intr) th_PID
## thinking_PIDc 0.1431654 -0.036
## meaning_PIDc 0.2287074 -0.059 -0.472
## Residual 0.9018080
##
## Fixed effects: proud ~ FTP_c * thinking_day.grandc + FTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc + FTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.017251 0.10323458 2686 38.91381
## FTP_c 0.118828 0.07186611 196 1.65346
## thinking_day.grandc 0.310877 0.08929119 196 3.48161
## meaning_day.grandc 0.612803 0.09365987 196 6.54286
## thinking_PIDc -0.035452 0.01891286 2686 -1.87451
## meaning_PIDc 0.182916 0.02618088 2686 6.98661
## FTP_c:thinking_day.grandc -0.030430 0.06763931 196 -0.44989
## FTP_c:meaning_day.grandc 0.063906 0.05402205 196 1.18296
## thinking_day.grandc:meaning_day.grandc -0.010309 0.04794109 196 -0.21503
## FTP_c:thinking_PIDc -0.003200 0.01342321 2686 -0.23839
## FTP_c:meaning_PIDc 0.023546 0.01885044 2686 1.24912
## thinking_PIDc:meaning_PIDc 0.029808 0.01095898 2686 2.71997
## p-value
## (Intercept) 0.0000
## FTP_c 0.0998
## thinking_day.grandc 0.0006
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0610
## meaning_PIDc 0.0000
## FTP_c:thinking_day.grandc 0.6533
## FTP_c:meaning_day.grandc 0.2383
## thinking_day.grandc:meaning_day.grandc 0.8300
## FTP_c:thinking_PIDc 0.8116
## FTP_c:meaning_PIDc 0.2117
## thinking_PIDc:meaning_PIDc 0.0066
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.027
## thinking_day.grandc 0.103 0.010
## meaning_day.grandc -0.228 -0.263 -0.621
## thinking_PIDc -0.010 0.002 -0.001 -0.002
## meaning_PIDc -0.053 -0.009 0.002 0.013 -0.438
## FTP_c:thinking_day.grandc 0.099 0.158 -0.192 0.050 0.002
## FTP_c:meaning_day.grandc -0.145 -0.044 0.222 -0.042 -0.004
## thinking_day.grandc:meaning_day.grandc -0.440 -0.040 -0.264 0.428 0.002
## FTP_c:thinking_PIDc 0.005 -0.018 0.001 -0.001 -0.033
## FTP_c:meaning_PIDc -0.005 -0.037 -0.002 0.008 -0.005
## thinking_PIDc:meaning_PIDc -0.092 -0.026 0.000 0.026 -0.073
## mn_PID FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc -0.008
## FTP_c:meaning_day.grandc 0.012 -0.641
## thinking_day.grandc:meaning_day.grandc 0.010 -0.169 -0.139
## FTP_c:thinking_PIDc -0.011 0.001 -0.005 0.000
## FTP_c:meaning_PIDc 0.042 -0.002 0.005 0.000
## thinking_PIDc:meaning_PIDc 0.197 -0.018 0.023 0.024
## FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.411
## thinking_PIDc:meaning_PIDc -0.052 0.035
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.5312043 -0.4648430 0.0125424 0.5113260 4.3008684
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fpmod2c <- lme(proud ~ FTP_c*thinking_day.grandc + FTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc + FTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fpmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8510.535 8659.456 -4230.268
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2086003 (Intr) th_PID
## thinking_PIDc 0.1443157 -0.094
## meaning_PIDc 0.2281213 -0.012 -0.463
## Residual 0.9008146
##
## Fixed effects: proud ~ FTP_c * thinking_day.grandc + FTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc + FTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 4.093935 0.15163089 2667 26.999347
## FTP_c 0.157401 0.08025925 188 1.961160
## thinking_day.grandc 0.330000 0.09118767 188 3.618906
## meaning_day.grandc 0.552970 0.09752568 188 5.669993
## thinking_PIDc -0.036801 0.01900546 2667 -1.936359
## meaning_PIDc 0.185470 0.02625729 2667 7.063546
## age_c 0.011546 0.00821442 188 1.405637
## edu_c -0.185193 0.10833783 188 -1.709401
## sex_bin -0.529311 0.18394876 188 -2.877492
## race_bin 0.327463 0.18858073 188 1.736458
## work_bin 0.038323 0.20561402 188 0.186381
## inc_c 0.104839 0.08021353 188 1.306993
## FTP_c:thinking_day.grandc -0.029084 0.06801709 188 -0.427604
## FTP_c:meaning_day.grandc 0.059189 0.05470087 188 1.082045
## thinking_day.grandc:meaning_day.grandc -0.005253 0.04853392 188 -0.108235
## FTP_c:thinking_PIDc -0.003615 0.01349961 2667 -0.267806
## FTP_c:meaning_PIDc 0.024259 0.01893530 2667 1.281140
## thinking_PIDc:meaning_PIDc 0.031123 0.01097670 2667 2.835385
## p-value
## (Intercept) 0.0000
## FTP_c 0.0513
## thinking_day.grandc 0.0004
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0529
## meaning_PIDc 0.0000
## age_c 0.1615
## edu_c 0.0890
## sex_bin 0.0045
## race_bin 0.0841
## work_bin 0.8523
## inc_c 0.1928
## FTP_c:thinking_day.grandc 0.6694
## FTP_c:meaning_day.grandc 0.2806
## thinking_day.grandc:meaning_day.grandc 0.9139
## FTP_c:thinking_PIDc 0.7889
## FTP_c:meaning_PIDc 0.2003
## thinking_PIDc:meaning_PIDc 0.0046
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.034
## thinking_day.grandc 0.091 0.052
## meaning_day.grandc -0.153 -0.355 -0.607
## thinking_PIDc -0.023 0.001 0.001 -0.004
## meaning_PIDc -0.021 -0.006 0.000 0.010 -0.435
## age_c 0.001 0.432 0.013 -0.273 0.001
## edu_c -0.038 -0.020 -0.036 -0.054 0.001
## sex_bin -0.506 -0.067 -0.119 0.150 -0.002
## race_bin -0.409 -0.013 -0.012 -0.098 -0.002
## work_bin -0.361 0.059 0.152 -0.094 -0.002
## inc_c -0.106 -0.069 -0.144 0.073 0.004
## FTP_c:thinking_day.grandc -0.035 0.163 -0.161 0.020 0.001
## FTP_c:meaning_day.grandc 0.051 -0.034 0.184 -0.023 -0.006
## thinking_day.grandc:meaning_day.grandc -0.233 -0.014 -0.288 0.407 0.006
## FTP_c:thinking_PIDc 0.003 -0.040 0.001 -0.004 -0.026
## FTP_c:meaning_PIDc -0.004 -0.010 -0.001 0.007 -0.008
## thinking_PIDc:meaning_PIDc -0.066 -0.022 0.006 0.020 -0.075
## mn_PID age_c edu_c sex_bn rac_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.002
## edu_c 0.000 0.078
## sex_bin -0.004 -0.193 -0.001
## race_bin 0.006 0.181 -0.041 -0.030
## work_bin 0.004 -0.037 0.223 0.048 0.022
## inc_c -0.004 -0.123 -0.328 0.160 0.009
## FTP_c:thinking_day.grandc -0.006 0.005 -0.040 0.076 0.090
## FTP_c:meaning_day.grandc 0.010 0.039 0.029 -0.081 -0.153
## thinking_day.grandc:meaning_day.grandc 0.006 0.092 -0.073 0.029 -0.055
## FTP_c:thinking_PIDc -0.014 0.000 -0.003 0.003 0.000
## FTP_c:meaning_PIDc 0.051 -0.001 0.001 -0.002 0.002
## thinking_PIDc:meaning_PIDc 0.198 0.005 0.002 -0.014 0.015
## wrk_bn inc_c FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.009
## FTP_c:thinking_day.grandc 0.113 0.066
## FTP_c:meaning_day.grandc -0.153 -0.046 -0.656
## thinking_day.grandc:meaning_day.grandc -0.180 0.032 -0.193 -0.085
## FTP_c:thinking_PIDc -0.003 -0.002 0.006 -0.010 0.000
## FTP_c:meaning_PIDc 0.002 0.001 -0.006 0.006 0.002
## thinking_PIDc:meaning_PIDc 0.011 -0.010 -0.018 0.022 0.022
## FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.407
## thinking_PIDc:meaning_PIDc -0.055 0.036
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.537155177 -0.460174741 0.007557082 0.511471219 4.332145215
##
## Number of Observations: 2873
## Number of Groups: 201#proud mod3
fpmod3 <- lme(proud ~ FTP_c*thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fpmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8576.96 8702.237 -4267.48
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2351421 (Intr) th_PID
## thinking_PIDc 0.1440972 -0.029
## meaning_PIDc 0.2271925 -0.067 -0.465
## Residual 0.9018978
##
## Fixed effects: proud ~ FTP_c * thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.028336 0.10379251 2685 38.81143
## FTP_c 0.162339 0.08502567 195 1.90930
## thinking_day.grandc 0.320919 0.08992004 195 3.56894
## meaning_day.grandc 0.616806 0.09398167 195 6.56304
## thinking_PIDc -0.034388 0.01899285 2685 -1.81058
## meaning_PIDc 0.181878 0.02614003 2685 6.95784
## FTP_c:thinking_day.grandc -0.010475 0.07104703 195 -0.14744
## FTP_c:meaning_day.grandc 0.026292 0.06884667 195 0.38190
## thinking_day.grandc:meaning_day.grandc -0.013711 0.04805192 195 -0.28534
## FTP_c:thinking_PIDc -0.003226 0.01345661 2685 -0.23976
## FTP_c:meaning_PIDc 0.019807 0.01939878 2685 1.02106
## thinking_PIDc:meaning_PIDc 0.029323 0.01097111 2685 2.67275
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.026562 0.03051091 195 -0.87059
## FTP_c:thinking_PIDc:meaning_PIDc -0.006068 0.00806092 2685 -0.75278
## p-value
## (Intercept) 0.0000
## FTP_c 0.0577
## thinking_day.grandc 0.0005
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0703
## meaning_PIDc 0.0000
## FTP_c:thinking_day.grandc 0.8829
## FTP_c:meaning_day.grandc 0.7030
## thinking_day.grandc:meaning_day.grandc 0.7757
## FTP_c:thinking_PIDc 0.8105
## FTP_c:meaning_PIDc 0.3073
## thinking_PIDc:meaning_PIDc 0.0076
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.3850
## FTP_c:thinking_PIDc:meaning_PIDc 0.4516
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.075
## thinking_day.grandc 0.113 0.069
## meaning_day.grandc -0.220 -0.184 -0.606
## thinking_PIDc -0.006 0.007 -0.001 -0.003
## meaning_PIDc -0.058 -0.013 0.002 0.014 -0.438
## FTP_c:thinking_day.grandc 0.124 0.289 -0.147 0.070 0.003
## FTP_c:meaning_day.grandc -0.173 -0.357 0.102 -0.079 -0.004
## thinking_day.grandc:meaning_day.grandc -0.443 -0.067 -0.269 0.421 0.001
## FTP_c:thinking_PIDc 0.004 -0.013 0.000 -0.001 -0.032
## FTP_c:meaning_PIDc -0.012 -0.063 -0.006 0.012 -0.021
## thinking_PIDc:meaning_PIDc -0.093 -0.029 -0.001 0.027 -0.075
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.097 -0.529 -0.115 -0.074 -0.002
## FTP_c:thinking_PIDc:meaning_PIDc -0.024 -0.097 -0.012 0.019 -0.061
## mn_PID FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc -0.009
## FTP_c:meaning_day.grandc 0.012 -0.668
## thinking_day.grandc:meaning_day.grandc 0.010 -0.179 -0.071
## FTP_c:thinking_PIDc -0.011 -0.001 -0.002 0.001
## FTP_c:meaning_PIDc 0.053 -0.010 0.018 0.001
## thinking_PIDc:meaning_PIDc 0.200 -0.019 0.023 0.025
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.003 -0.305 0.619 0.062
## FTP_c:thinking_PIDc:meaning_PIDc 0.048 -0.023 0.035 0.004
## FTP_c:t_PID FTP_c:m_PID t_PID:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.397
## thinking_PIDc:meaning_PIDc -0.052 0.045
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.003 0.022 0.008
## FTP_c:thinking_PIDc:meaning_PIDc -0.005 0.247 0.042
## FTP_:_.:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## FTP_c:thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc:meaning_PIDc 0.048
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.513802806 -0.470428083 0.005684065 0.514236320 4.282571117
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fpmod3c <- lme(proud ~ FTP_c*thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fpmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8526.74 8687.556 -4236.37
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2106922 (Intr) th_PID
## thinking_PIDc 0.1452178 -0.088
## meaning_PIDc 0.2267844 -0.017 -0.458
## Residual 0.9008962
##
## Fixed effects: proud ~ FTP_c * thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF
## (Intercept) 4.104187 0.15273640 2666
## FTP_c 0.187174 0.09368882 187
## thinking_day.grandc 0.336908 0.09204802 187
## meaning_day.grandc 0.554191 0.09789548 187
## thinking_PIDc -0.035765 0.01908906 2666
## meaning_PIDc 0.184429 0.02622935 2666
## age_c 0.011584 0.00822885 187
## edu_c -0.185673 0.10853784 187
## sex_bin -0.523585 0.18444148 187
## race_bin 0.320890 0.18941754 187
## work_bin 0.032146 0.20613240 187
## inc_c 0.103109 0.08037501 187
## FTP_c:thinking_day.grandc -0.015979 0.07184800 187
## FTP_c:meaning_day.grandc 0.035972 0.06947121 187
## thinking_day.grandc:meaning_day.grandc -0.007565 0.04872195 187
## FTP_c:thinking_PIDc -0.003609 0.01353324 2666
## FTP_c:meaning_PIDc 0.020804 0.01949591 2666
## thinking_PIDc:meaning_PIDc 0.030615 0.01099241 2666
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.016347 0.03051156 187
## FTP_c:thinking_PIDc:meaning_PIDc -0.005698 0.00808571 2666
## t-value p-value
## (Intercept) 26.871045 0.0000
## FTP_c 1.997825 0.0472
## thinking_day.grandc 3.660131 0.0003
## meaning_day.grandc 5.661051 0.0000
## thinking_PIDc -1.873579 0.0611
## meaning_PIDc 7.031412 0.0000
## age_c 1.407764 0.1609
## edu_c -1.710676 0.0888
## sex_bin -2.838757 0.0050
## race_bin 1.694091 0.0919
## work_bin 0.155947 0.8762
## inc_c 1.282844 0.2011
## FTP_c:thinking_day.grandc -0.222405 0.8242
## FTP_c:meaning_day.grandc 0.517801 0.6052
## thinking_day.grandc:meaning_day.grandc -0.155278 0.8768
## FTP_c:thinking_PIDc -0.266673 0.7897
## FTP_c:meaning_PIDc 1.067118 0.2860
## thinking_PIDc:meaning_PIDc 2.785067 0.0054
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.535752 0.5928
## FTP_c:thinking_PIDc:meaning_PIDc -0.704739 0.4810
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.083
## thinking_day.grandc 0.103 0.108
## meaning_day.grandc -0.146 -0.276 -0.594
## thinking_PIDc -0.019 0.008 0.002 -0.005
## meaning_PIDc -0.024 -0.013 -0.001 0.011 -0.435
## age_c 0.002 0.374 0.014 -0.272 0.001
## edu_c -0.039 -0.024 -0.038 -0.055 0.000
## sex_bin -0.498 -0.035 -0.113 0.152 -0.001
## race_bin -0.413 -0.049 -0.021 -0.101 -0.002
## work_bin -0.363 0.031 0.146 -0.096 -0.002
## inc_c -0.108 -0.070 -0.145 0.072 0.003
## FTP_c:thinking_day.grandc 0.000 0.294 -0.112 0.037 0.003
## FTP_c:meaning_day.grandc -0.024 -0.336 0.069 -0.054 -0.008
## thinking_day.grandc:meaning_day.grandc -0.238 -0.046 -0.293 0.402 0.005
## FTP_c:thinking_PIDc 0.002 -0.034 0.000 -0.004 -0.025
## FTP_c:meaning_PIDc -0.010 -0.037 -0.006 0.011 -0.024
## thinking_PIDc:meaning_PIDc -0.068 -0.029 0.004 0.020 -0.078
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.104 -0.509 -0.123 -0.059 -0.005
## FTP_c:thinking_PIDc:meaning_PIDc -0.020 -0.095 -0.015 0.020 -0.064
## mn_PID age_c edu_c sex_bn rac_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.002
## edu_c 0.001 0.077
## sex_bin -0.004 -0.192 -0.002
## race_bin 0.006 0.180 -0.040 -0.033
## work_bin 0.004 -0.037 0.224 0.046 0.025
## inc_c -0.003 -0.123 -0.327 0.159 0.011
## FTP_c:thinking_day.grandc -0.009 0.007 -0.042 0.085 0.062
## FTP_c:meaning_day.grandc 0.013 0.027 0.031 -0.090 -0.075
## thinking_day.grandc:meaning_day.grandc 0.007 0.092 -0.072 0.026 -0.050
## FTP_c:thinking_PIDc -0.015 0.000 -0.003 0.003 0.000
## FTP_c:meaning_PIDc 0.062 -0.002 0.003 -0.004 0.004
## thinking_PIDc:meaning_PIDc 0.200 0.005 0.003 -0.015 0.016
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.007 -0.005 0.012 -0.043 0.073
## FTP_c:thinking_PIDc:meaning_PIDc 0.051 -0.003 0.005 -0.006 0.006
## wrk_bn inc_c FTP_c:t_. FTP_c:m_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.010
## FTP_c:thinking_day.grandc 0.094 0.056
## FTP_c:meaning_day.grandc -0.096 -0.024 -0.685
## thinking_day.grandc:meaning_day.grandc -0.177 0.033 -0.204 -0.026
## FTP_c:thinking_PIDc -0.003 -0.001 0.003 -0.005
## FTP_c:meaning_PIDc 0.004 0.004 -0.013 0.018
## thinking_PIDc:meaning_PIDc 0.012 -0.009 -0.022 0.026
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.039 0.020 -0.317 0.615
## FTP_c:thinking_PIDc:meaning_PIDc 0.008 0.011 -0.025 0.035
## t_.:_. FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc 0.000
## FTP_c:meaning_PIDc 0.003 -0.394
## thinking_PIDc:meaning_PIDc 0.023 -0.055 0.047
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.066 0.004 0.020
## FTP_c:thinking_PIDc:meaning_PIDc 0.004 -0.008 0.248
## t_PID: FTP_:_.:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.013
## FTP_c:thinking_PIDc:meaning_PIDc 0.048 0.052
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.520222055 -0.464489874 0.008243287 0.512303529 4.315046794
##
## Number of Observations: 2873
## Number of Groups: 201#CURIOUS mod1
fcumod1 <- lme(curious ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fcumod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9595.106 9672.694 -4784.553
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2195576 (Intr) th_PID
## thinking_PIDc 0.1371655 0.180
## meaning_PIDc 0.2028872 0.524 0.009
## Residual 1.1152410
##
## Fixed effects: curious ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 3.354247 0.08819068 2689 38.03403 0.0000
## FTP_c 0.104741 0.06654012 199 1.57411 0.1171
## thinking_day.grandc 0.276163 0.07963555 199 3.46784 0.0006
## meaning_day.grandc 0.404297 0.07900493 199 5.11737 0.0000
## thinking_PIDc 0.033984 0.02114075 2689 1.60749 0.1081
## meaning_PIDc 0.205848 0.02715373 2689 7.58082 0.0000
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.025
## thinking_day.grandc 0.002 0.032
## meaning_day.grandc -0.007 -0.304 -0.582
## thinking_PIDc 0.080 0.010 0.009 0.006
## meaning_PIDc 0.267 0.014 -0.034 -0.033 -0.306
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.53686813 -0.51388404 -0.05995952 0.51583507 4.51223292
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fcumod1c <- lme(curious ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fcumod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9549.424 9662.643 -4755.712
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.1980946 (Intr) th_PID
## thinking_PIDc 0.1381265 0.238
## meaning_PIDc 0.2023614 0.465 -0.002
## Residual 1.1161020
##
## Fixed effects: curious ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 3.685349 0.14265039 2670 25.834831 0.0000
## FTP_c 0.088907 0.07472530 191 1.189788 0.2356
## thinking_day.grandc 0.255352 0.08181294 191 3.121165 0.0021
## meaning_day.grandc 0.406434 0.08452300 191 4.808565 0.0000
## thinking_PIDc 0.033110 0.02125542 2670 1.557730 0.1194
## meaning_PIDc 0.203772 0.02730090 2670 7.463923 0.0000
## age_c -0.002738 0.00779473 191 -0.351270 0.7258
## edu_c 0.101498 0.10300074 191 0.985412 0.3257
## sex_bin -0.388791 0.17481061 191 -2.224070 0.0273
## race_bin -0.333145 0.17795709 191 -1.872052 0.0627
## work_bin -0.189406 0.19067353 191 -0.993352 0.3218
## inc_c 0.003258 0.07634148 191 0.042673 0.9660
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID mn_PID age_c edu_c
## FTP_c 0.045
## thinking_day.grandc 0.007 0.089
## meaning_day.grandc -0.048 -0.419 -0.557
## thinking_PIDc 0.067 0.006 0.002 0.012
## meaning_PIDc 0.152 0.014 -0.029 -0.030 -0.308
## age_c 0.024 0.433 0.054 -0.362 -0.009 0.003
## edu_c -0.060 -0.006 -0.069 -0.024 -0.004 0.000 0.089
## sex_bin -0.503 -0.079 -0.098 0.145 0.007 0.013 -0.193 0.003
## race_bin -0.437 -0.009 -0.009 -0.078 -0.008 -0.016 0.201 -0.042
## work_bin -0.421 0.068 0.133 -0.011 -0.005 -0.017 -0.004 0.218
## inc_c -0.098 -0.085 -0.124 0.058 0.007 -0.001 -0.130 -0.327
## sex_bn rac_bn wrk_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.036
## work_bin 0.039 -0.013
## inc_c 0.155 0.008 0.015
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.50159926 -0.51864885 -0.05277388 0.51402135 4.51648776
##
## Number of Observations: 2873
## Number of Groups: 201#curious mod2
fcumod2 <- lme(curious ~ FTP_c*thinking_day.grandc + FTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc + FTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fcumod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9633.54 9746.899 -4797.77
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2187226 (Intr) th_PID
## thinking_PIDc 0.1395804 0.174
## meaning_PIDc 0.2031323 0.527 -0.051
## Residual 1.1154979
##
## Fixed effects: curious ~ FTP_c * thinking_day.grandc + FTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc + FTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 3.355941 0.10212194 2686 32.86210
## FTP_c 0.158220 0.07122143 196 2.22152
## thinking_day.grandc 0.251437 0.08471821 196 2.96792
## meaning_day.grandc 0.420209 0.08905148 196 4.71872
## thinking_PIDc 0.033344 0.02131863 2686 1.56406
## meaning_PIDc 0.201479 0.02808851 2686 7.17300
## FTP_c:thinking_day.grandc 0.078332 0.06430401 196 1.21816
## FTP_c:meaning_day.grandc -0.039406 0.05186636 196 -0.75977
## thinking_day.grandc:meaning_day.grandc 0.008226 0.04571627 196 0.17994
## FTP_c:thinking_PIDc 0.010829 0.01498541 2686 0.72266
## FTP_c:meaning_PIDc 0.026536 0.01978241 2686 1.34142
## thinking_PIDc:meaning_PIDc -0.012998 0.01278517 2686 -1.01662
## p-value
## (Intercept) 0.0000
## FTP_c 0.0275
## thinking_day.grandc 0.0034
## meaning_day.grandc 0.0000
## thinking_PIDc 0.1179
## meaning_PIDc 0.0000
## FTP_c:thinking_day.grandc 0.2246
## FTP_c:meaning_day.grandc 0.4483
## thinking_day.grandc:meaning_day.grandc 0.8574
## FTP_c:thinking_PIDc 0.4700
## FTP_c:meaning_PIDc 0.1799
## thinking_PIDc:meaning_PIDc 0.3094
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.024
## thinking_day.grandc 0.098 0.009
## meaning_day.grandc -0.218 -0.254 -0.614
## thinking_PIDc 0.080 -0.004 0.018 -0.002
## meaning_PIDc 0.229 0.026 -0.037 -0.050 -0.325
## FTP_c:thinking_day.grandc 0.091 0.153 -0.192 0.051 -0.006
## FTP_c:meaning_day.grandc -0.142 -0.041 0.212 -0.037 0.011
## thinking_day.grandc:meaning_day.grandc -0.428 -0.036 -0.252 0.425 -0.020
## FTP_c:thinking_PIDc 0.004 0.082 -0.005 0.002 -0.038
## FTP_c:meaning_PIDc 0.003 0.269 0.013 -0.049 -0.022
## thinking_PIDc:meaning_PIDc -0.100 -0.011 -0.029 0.001 -0.053
## mn_PID FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc 0.027
## FTP_c:meaning_day.grandc -0.051 -0.643
## thinking_day.grandc:meaning_day.grandc -0.027 -0.153 -0.138
## FTP_c:thinking_PIDc -0.025 0.017 0.011 -0.011
## FTP_c:meaning_PIDc 0.068 -0.014 -0.019 0.015
## thinking_PIDc:meaning_PIDc 0.242 -0.012 0.011 0.023
## FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.287
## thinking_PIDc:meaning_PIDc -0.046 0.058
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.54567397 -0.50037181 -0.05135818 0.51263657 4.51080997
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fcumod2c <- lme(curious ~ FTP_c*thinking_day.grandc + FTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc + FTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fcumod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9588.585 9737.506 -4769.293
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.1998225 (Intr) th_PID
## thinking_PIDc 0.1404760 0.241
## meaning_PIDc 0.2030148 0.470 -0.057
## Residual 1.1164008
##
## Fixed effects: curious ~ FTP_c * thinking_day.grandc + FTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc + FTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 3.673726 0.14766229 2667 24.879243
## FTP_c 0.139838 0.07927004 188 1.764065
## thinking_day.grandc 0.235855 0.08732004 188 2.701037
## meaning_day.grandc 0.429953 0.09361552 188 4.592758
## thinking_PIDc 0.032931 0.02143058 2667 1.536657
## meaning_PIDc 0.198516 0.02826016 2667 7.024592
## age_c -0.001841 0.00784612 188 -0.234594
## edu_c 0.089246 0.10329577 188 0.863985
## sex_bin -0.375916 0.17527837 188 -2.144678
## race_bin -0.355494 0.18038333 188 -1.970771
## work_bin -0.214731 0.19663756 188 -1.092015
## inc_c 0.009370 0.07647497 188 0.122523
## FTP_c:thinking_day.grandc 0.042686 0.06521513 188 0.654540
## FTP_c:meaning_day.grandc -0.002977 0.05287340 188 -0.056304
## thinking_day.grandc:meaning_day.grandc 0.018917 0.04670637 188 0.405028
## FTP_c:thinking_PIDc 0.010011 0.01507654 2667 0.663994
## FTP_c:meaning_PIDc 0.025301 0.01994566 2667 1.268471
## thinking_PIDc:meaning_PIDc -0.013118 0.01287843 2667 -1.018595
## p-value
## (Intercept) 0.0000
## FTP_c 0.0793
## thinking_day.grandc 0.0075
## meaning_day.grandc 0.0000
## thinking_PIDc 0.1245
## meaning_PIDc 0.0000
## age_c 0.8148
## edu_c 0.3887
## sex_bin 0.0333
## race_bin 0.0502
## work_bin 0.2762
## inc_c 0.9026
## FTP_c:thinking_day.grandc 0.5136
## FTP_c:meaning_day.grandc 0.9552
## thinking_day.grandc:meaning_day.grandc 0.6859
## FTP_c:thinking_PIDc 0.5068
## FTP_c:meaning_PIDc 0.2047
## thinking_PIDc:meaning_PIDc 0.3085
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.031
## thinking_day.grandc 0.089 0.053
## meaning_day.grandc -0.147 -0.346 -0.603
## thinking_PIDc 0.076 -0.006 0.012 0.004
## meaning_PIDc 0.133 0.024 -0.030 -0.046 -0.327
## age_c -0.003 0.418 0.024 -0.278 -0.011
## edu_c -0.037 -0.019 -0.034 -0.056 -0.002
## sex_bin -0.493 -0.064 -0.116 0.146 0.007
## race_bin -0.405 -0.013 -0.012 -0.099 -0.010
## work_bin -0.354 0.058 0.150 -0.089 -0.004
## inc_c -0.105 -0.068 -0.138 0.071 0.006
## FTP_c:thinking_day.grandc -0.035 0.155 -0.160 0.024 -0.006
## FTP_c:meaning_day.grandc 0.044 -0.029 0.179 -0.023 0.015
## thinking_day.grandc:meaning_day.grandc -0.231 -0.011 -0.278 0.403 -0.023
## FTP_c:thinking_PIDc 0.007 0.098 -0.004 0.004 -0.032
## FTP_c:meaning_PIDc 0.007 0.223 0.011 -0.047 -0.023
## thinking_PIDc:meaning_PIDc -0.079 -0.009 -0.024 -0.004 -0.057
## mn_PID age_c edu_c sex_bn rac_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c -0.001
## edu_c 0.002 0.080
## sex_bin 0.010 -0.189 -0.004
## race_bin 0.002 0.181 -0.038 -0.028
## work_bin 0.002 -0.031 0.221 0.042 0.026
## inc_c -0.003 -0.125 -0.332 0.160 0.011
## FTP_c:thinking_day.grandc 0.028 -0.002 -0.045 0.070 0.089
## FTP_c:meaning_day.grandc -0.051 0.046 0.030 -0.078 -0.147
## thinking_day.grandc:meaning_day.grandc -0.025 0.089 -0.068 0.031 -0.058
## FTP_c:thinking_PIDc -0.026 0.000 0.005 -0.007 -0.001
## FTP_c:meaning_PIDc 0.075 0.012 -0.015 0.010 -0.009
## thinking_PIDc:meaning_PIDc 0.242 0.011 0.007 -0.023 0.035
## wrk_bn inc_c FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.015
## FTP_c:thinking_day.grandc 0.114 0.067
## FTP_c:meaning_day.grandc -0.149 -0.048 -0.657
## thinking_day.grandc:meaning_day.grandc -0.180 0.028 -0.180 -0.086
## FTP_c:thinking_PIDc 0.002 -0.005 0.010 0.017 -0.012
## FTP_c:meaning_PIDc -0.013 0.002 -0.007 -0.018 0.016
## thinking_PIDc:meaning_PIDc 0.019 -0.015 -0.008 0.004 0.015
## FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.288
## thinking_PIDc:meaning_PIDc -0.048 0.057
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.50768865 -0.51538244 -0.04739219 0.51652543 4.52136291
##
## Number of Observations: 2873
## Number of Groups: 201#curious mod3
fcumod3 <- lme(curious ~ FTP_c*thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fcumod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9650.054 9775.331 -4804.027
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2216441 (Intr) th_PID
## thinking_PIDc 0.1396067 0.179
## meaning_PIDc 0.2035270 0.519 -0.053
## Residual 1.1155854
##
## Fixed effects: curious ~ FTP_c * thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 3.351681 0.10288448 2685 32.57713
## FTP_c 0.142506 0.08395979 195 1.69731
## thinking_day.grandc 0.248067 0.08546963 195 2.90240
## meaning_day.grandc 0.419468 0.08965018 195 4.67895
## thinking_PIDc 0.032845 0.02135707 2685 1.53790
## meaning_PIDc 0.202060 0.02816007 2685 7.17541
## FTP_c:thinking_day.grandc 0.070355 0.06786935 195 1.03662
## FTP_c:meaning_day.grandc -0.027107 0.06588131 195 -0.41146
## thinking_day.grandc:meaning_day.grandc 0.010051 0.04602204 195 0.21840
## FTP_c:thinking_PIDc 0.010766 0.01499903 2685 0.71781
## FTP_c:meaning_PIDc 0.028336 0.02068041 2685 1.37018
## thinking_PIDc:meaning_PIDc -0.012745 0.01281549 2685 -0.99453
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.008761 0.02932818 195 0.29872
## FTP_c:thinking_PIDc:meaning_PIDc 0.003303 0.00940227 2685 0.35134
## p-value
## (Intercept) 0.0000
## FTP_c 0.0912
## thinking_day.grandc 0.0041
## meaning_day.grandc 0.0000
## thinking_PIDc 0.1242
## meaning_PIDc 0.0000
## FTP_c:thinking_day.grandc 0.3012
## FTP_c:meaning_day.grandc 0.6812
## thinking_day.grandc:meaning_day.grandc 0.8273
## FTP_c:thinking_PIDc 0.4729
## FTP_c:meaning_PIDc 0.1707
## thinking_PIDc:meaning_PIDc 0.3201
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.7655
## FTP_c:thinking_PIDc:meaning_PIDc 0.7254
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.072
## thinking_day.grandc 0.108 0.062
## meaning_day.grandc -0.211 -0.180 -0.602
## thinking_PIDc 0.084 0.007 0.019 -0.004
## meaning_PIDc 0.221 0.007 -0.038 -0.048 -0.328
## FTP_c:thinking_day.grandc 0.117 0.287 -0.149 0.067 0.002
## FTP_c:meaning_day.grandc -0.170 -0.345 0.102 -0.075 0.002
## thinking_day.grandc:meaning_day.grandc -0.432 -0.066 -0.257 0.420 -0.024
## FTP_c:thinking_PIDc 0.005 0.082 -0.003 0.006 -0.039
## FTP_c:meaning_PIDc -0.002 0.215 0.015 -0.031 -0.036
## thinking_PIDc:meaning_PIDc -0.104 -0.036 -0.035 -0.003 -0.053
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.094 -0.517 -0.105 -0.074 -0.010
## FTP_c:thinking_PIDc:meaning_PIDc -0.035 -0.106 -0.012 0.040 -0.055
## mn_PID FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc 0.016
## FTP_c:meaning_day.grandc -0.029 -0.668
## thinking_day.grandc:meaning_day.grandc -0.022 -0.167 -0.072
## FTP_c:thinking_PIDc -0.024 0.021 -0.007 -0.011
## FTP_c:meaning_PIDc 0.079 -0.019 -0.044 0.028
## thinking_PIDc:meaning_PIDc 0.241 -0.027 0.042 0.025
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.017 -0.301 0.614 0.059
## FTP_c:thinking_PIDc:meaning_PIDc 0.054 -0.085 0.017 0.061
## FTP_c:t_PID FTP_c:m_PID t_PID:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.267
## thinking_PIDc:meaning_PIDc -0.047 0.049
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.026 -0.052 0.054
## FTP_c:thinking_PIDc:meaning_PIDc 0.024 0.282 -0.011
## FTP_:_.:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## FTP_c:thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc:meaning_PIDc 0.016
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.54519099 -0.50094566 -0.04781966 0.51101427 4.50424299
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
fcumod3c <- lme(curious ~ FTP_c*thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(fcumod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9604.949 9765.764 -4775.474
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2025326 (Intr) th_PID
## thinking_PIDc 0.1404996 0.248
## meaning_PIDc 0.2033792 0.460 -0.059
## Residual 1.1164870
##
## Fixed effects: curious ~ FTP_c * thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF
## (Intercept) 3.666229 0.14893344 2666
## FTP_c 0.117065 0.09239088 187
## thinking_day.grandc 0.231008 0.08815379 187
## meaning_day.grandc 0.429049 0.09415089 187
## thinking_PIDc 0.032264 0.02147250 2666
## meaning_PIDc 0.199243 0.02833335 2666
## age_c -0.001942 0.00787341 187
## edu_c 0.090849 0.10362247 187
## sex_bin -0.381811 0.17609000 187
## race_bin -0.350555 0.18148818 187
## work_bin -0.208546 0.19753187 187
## inc_c 0.010119 0.07672649 187
## FTP_c:thinking_day.grandc 0.031389 0.06913136 187
## FTP_c:meaning_day.grandc 0.014316 0.06685457 187
## thinking_day.grandc:meaning_day.grandc 0.021134 0.04699990 187
## FTP_c:thinking_PIDc 0.009877 0.01508851 2666
## FTP_c:meaning_PIDc 0.027301 0.02085747 2666
## thinking_PIDc:meaning_PIDc -0.012687 0.01291242 2666
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.012264 0.02953510 187
## FTP_c:thinking_PIDc:meaning_PIDc 0.003854 0.00948885 2666
## t-value p-value
## (Intercept) 24.616564 0.0000
## FTP_c 1.267058 0.2067
## thinking_day.grandc 2.620514 0.0095
## meaning_day.grandc 4.557034 0.0000
## thinking_PIDc 1.502567 0.1331
## meaning_PIDc 7.032085 0.0000
## age_c -0.246689 0.8054
## edu_c 0.876733 0.3818
## sex_bin -2.168272 0.0314
## race_bin -1.931557 0.0549
## work_bin -1.055759 0.2924
## inc_c 0.131879 0.8952
## FTP_c:thinking_day.grandc 0.454044 0.6503
## FTP_c:meaning_day.grandc 0.214131 0.8307
## thinking_day.grandc:meaning_day.grandc 0.449667 0.6535
## FTP_c:thinking_PIDc 0.654626 0.5128
## FTP_c:meaning_PIDc 1.308919 0.1907
## thinking_PIDc:meaning_PIDc -0.982532 0.3259
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.415228 0.6785
## FTP_c:thinking_PIDc:meaning_PIDc 0.406115 0.6847
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.082
## thinking_day.grandc 0.099 0.102
## meaning_day.grandc -0.141 -0.270 -0.591
## thinking_PIDc 0.079 0.007 0.013 0.003
## meaning_PIDc 0.126 0.008 -0.031 -0.044 -0.330
## age_c -0.001 0.364 0.024 -0.278 -0.009
## edu_c -0.038 -0.022 -0.035 -0.057 -0.002
## sex_bin -0.484 -0.028 -0.110 0.147 0.009
## race_bin -0.410 -0.051 -0.021 -0.102 -0.012
## work_bin -0.357 0.025 0.144 -0.091 -0.006
## inc_c -0.106 -0.066 -0.139 0.071 0.005
## FTP_c:thinking_day.grandc 0.002 0.291 -0.115 0.039 0.002
## FTP_c:meaning_day.grandc -0.028 -0.325 0.073 -0.056 0.005
## thinking_day.grandc:meaning_day.grandc -0.237 -0.046 -0.283 0.399 -0.026
## FTP_c:thinking_PIDc 0.009 0.098 -0.001 0.007 -0.033
## FTP_c:meaning_PIDc 0.003 0.178 0.015 -0.030 -0.037
## thinking_PIDc:meaning_PIDc -0.084 -0.037 -0.031 -0.008 -0.058
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.103 -0.500 -0.112 -0.062 -0.011
## FTP_c:thinking_PIDc:meaning_PIDc -0.034 -0.112 -0.007 0.040 -0.059
## mn_PID age_c edu_c sex_bn rac_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c -0.002
## edu_c 0.002 0.080
## sex_bin 0.008 -0.188 -0.004
## race_bin 0.003 0.180 -0.037 -0.032
## work_bin 0.004 -0.032 0.221 0.039 0.029
## inc_c -0.002 -0.125 -0.332 0.159 0.012
## FTP_c:thinking_day.grandc 0.018 0.001 -0.046 0.083 0.059
## FTP_c:meaning_day.grandc -0.032 0.034 0.032 -0.092 -0.070
## thinking_day.grandc:meaning_day.grandc -0.021 0.087 -0.067 0.026 -0.052
## FTP_c:thinking_PIDc -0.025 0.000 0.005 -0.006 -0.003
## FTP_c:meaning_PIDc 0.086 0.003 -0.016 0.006 -0.008
## thinking_PIDc:meaning_PIDc 0.241 0.010 0.008 -0.025 0.039
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.012 -0.003 0.013 -0.050 0.076
## FTP_c:thinking_PIDc:meaning_PIDc 0.057 -0.028 -0.002 -0.022 0.018
## wrk_bn inc_c FTP_c:t_. FTP_c:m_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.016
## FTP_c:thinking_day.grandc 0.092 0.058
## FTP_c:meaning_day.grandc -0.091 -0.030 -0.685
## thinking_day.grandc:meaning_day.grandc -0.175 0.030 -0.193 -0.029
## FTP_c:thinking_PIDc 0.001 -0.004 0.016 -0.003
## FTP_c:meaning_PIDc -0.005 0.004 -0.011 -0.045
## thinking_PIDc:meaning_PIDc 0.021 -0.014 -0.026 0.039
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.044 0.013 -0.315 0.609
## FTP_c:thinking_PIDc:meaning_PIDc 0.034 0.013 -0.084 0.019
## t_.:_. FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc -0.012
## FTP_c:meaning_PIDc 0.026 -0.269
## thinking_PIDc:meaning_PIDc 0.019 -0.050 0.051
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.062 -0.028 -0.053
## FTP_c:thinking_PIDc:meaning_PIDc 0.051 0.018 0.283
## t_PID: FTP_:_.:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.059
## FTP_c:thinking_PIDc:meaning_PIDc 0.000 0.023
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.50583548 -0.51460833 -0.04800082 0.51699965 4.51361568
##
## Number of Observations: 2873
## Number of Groups: 201#ENGAGED mod1
femod1 <- lme(engaged ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(femod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9119.267 9196.851 -4546.634
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.89709999 (Intr) th_PID
## thinking_PIDc 0.09756902 0.055
## meaning_PIDc 0.23070458 -0.224 -0.419
## Residual 1.04178066
##
## Fixed effects: engaged ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 5.135235 0.06599718 2688 77.80992 0.0000
## FTP_c 0.092964 0.05233769 199 1.77623 0.0772
## thinking_day.grandc 0.071379 0.06182108 199 1.15460 0.2496
## meaning_day.grandc 0.538677 0.06144712 199 8.76652 0.0000
## thinking_PIDc 0.069667 0.01865728 2688 3.73402 0.0002
## meaning_PIDc 0.289057 0.02745059 2688 10.53006 0.0000
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.026
## thinking_day.grandc 0.003 0.036
## meaning_day.grandc -0.007 -0.316 -0.583
## thinking_PIDc 0.020 -0.002 -0.009 0.003
## meaning_PIDc -0.127 -0.006 0.015 0.010 -0.395
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.13629881 -0.43187350 0.07665894 0.50434695 4.76830907
##
## Number of Observations: 2893
## Number of Groups: 203#covariates
femod1c <- lme(engaged ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(femod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9071.869 9185.082 -4516.935
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.89523974 (Intr) th_PID
## thinking_PIDc 0.09951372 0.089
## meaning_PIDc 0.23166525 -0.219 -0.428
## Residual 1.03986534
##
## Fixed effects: engaged ~ FTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.217818 0.11105676 2669 46.98334 0.0000
## FTP_c 0.140767 0.05934367 191 2.37207 0.0187
## thinking_day.grandc 0.080807 0.06420989 191 1.25848 0.2098
## meaning_day.grandc 0.515721 0.06642304 191 7.76419 0.0000
## thinking_PIDc 0.068031 0.01875497 2669 3.62733 0.0003
## meaning_PIDc 0.287357 0.02758437 2669 10.41740 0.0000
## age_c 0.007642 0.00616178 191 1.24030 0.2164
## edu_c -0.087385 0.08149444 191 -1.07228 0.2849
## sex_bin 0.088220 0.13841294 191 0.63737 0.5246
## race_bin -0.231300 0.14039462 191 -1.64750 0.1011
## work_bin -0.099015 0.15040387 191 -0.65833 0.5111
## inc_c -0.024147 0.06041464 191 -0.39969 0.6898
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID mn_PID age_c edu_c
## FTP_c 0.049
## thinking_day.grandc 0.007 0.091
## meaning_day.grandc -0.051 -0.427 -0.558
## thinking_PIDc 0.013 0.000 -0.008 0.004
## meaning_PIDc -0.075 -0.007 0.015 0.008 -0.398
## age_c 0.029 0.433 0.049 -0.361 0.000 0.000
## edu_c -0.061 -0.010 -0.074 -0.019 0.003 -0.002 0.088
## sex_bin -0.511 -0.080 -0.098 0.149 0.001 -0.006 -0.196 0.005
## race_bin -0.440 -0.012 -0.010 -0.076 0.004 0.006 0.200 -0.044
## work_bin -0.428 0.065 0.133 -0.012 0.009 0.002 -0.008 0.219
## inc_c -0.097 -0.085 -0.126 0.057 -0.008 0.005 -0.131 -0.324
## sex_bn rac_bn wrk_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.040
## work_bin 0.043 -0.016
## inc_c 0.154 0.008 0.013
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.12101122 -0.42447248 0.07153822 0.50767194 4.80143519
##
## Number of Observations: 2872
## Number of Groups: 201#engaged mod2
femod2 <- lme(engaged ~ FTP_c*thinking_day.grandc + FTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc + FTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(femod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9156.061 9269.413 -4559.03
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.88142692 (Intr) th_PID
## thinking_PIDc 0.09862128 0.137
## meaning_PIDc 0.23209977 -0.227 -0.412
## Residual 1.04200106
##
## Fixed effects: engaged ~ FTP_c * thinking_day.grandc + FTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc + FTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 5.232281 0.07617460 2685 68.68800
## FTP_c 0.094369 0.05282887 196 1.78631
## thinking_day.grandc 0.073097 0.06510080 196 1.12283
## meaning_day.grandc 0.485163 0.06844981 196 7.08786
## thinking_PIDc 0.068017 0.01880219 2685 3.61749
## meaning_PIDc 0.287888 0.02816071 2685 10.22303
## FTP_c:thinking_day.grandc 0.058256 0.04938299 196 1.17967
## FTP_c:meaning_day.grandc -0.090507 0.03944655 196 -2.29443
## thinking_day.grandc:meaning_day.grandc -0.050304 0.03505223 196 -1.43511
## FTP_c:thinking_PIDc 0.001404 0.01313949 2685 0.10685
## FTP_c:meaning_PIDc -0.007199 0.02013695 2685 -0.35750
## thinking_PIDc:meaning_PIDc 0.003093 0.01226958 2685 0.25209
## p-value
## (Intercept) 0.0000
## FTP_c 0.0756
## thinking_day.grandc 0.2629
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0003
## meaning_PIDc 0.0000
## FTP_c:thinking_day.grandc 0.2396
## FTP_c:meaning_day.grandc 0.0228
## thinking_day.grandc:meaning_day.grandc 0.1528
## FTP_c:thinking_PIDc 0.9149
## FTP_c:meaning_PIDc 0.7207
## thinking_PIDc:meaning_PIDc 0.8010
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.030
## thinking_day.grandc 0.102 0.011
## meaning_day.grandc -0.229 -0.265 -0.619
## thinking_PIDc 0.052 0.005 -0.010 0.002
## meaning_PIDc -0.146 -0.020 0.013 0.023 -0.400
## FTP_c:thinking_day.grandc 0.101 0.160 -0.192 0.047 0.002
## FTP_c:meaning_day.grandc -0.147 -0.044 0.220 -0.041 0.005
## thinking_day.grandc:meaning_day.grandc -0.438 -0.044 -0.262 0.430 -0.006
## FTP_c:thinking_PIDc 0.005 0.043 -0.001 0.007 -0.053
## FTP_c:meaning_PIDc -0.007 -0.124 -0.004 0.014 -0.009
## thinking_PIDc:meaning_PIDc -0.137 -0.041 -0.005 0.044 -0.082
## mn_PID FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc -0.015
## FTP_c:meaning_day.grandc 0.021 -0.641
## thinking_day.grandc:meaning_day.grandc 0.022 -0.170 -0.138
## FTP_c:thinking_PIDc -0.013 -0.014 0.009 0.003
## FTP_c:meaning_PIDc 0.046 0.009 0.002 -0.006
## thinking_PIDc:meaning_PIDc 0.203 -0.023 0.031 0.035
## FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.360
## thinking_PIDc:meaning_PIDc -0.055 0.038
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.10807400 -0.43376784 0.07446745 0.50846412 4.79867286
##
## Number of Observations: 2893
## Number of Groups: 203#covariates
femod2c <- lme(engaged ~ FTP_c*thinking_day.grandc + FTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc + FTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(femod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9110.839 9259.751 -4530.419
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.8857583 (Intr) th_PID
## thinking_PIDc 0.1004861 0.154
## meaning_PIDc 0.2325519 -0.224 -0.418
## Residual 1.0401148
##
## Fixed effects: engaged ~ FTP_c * thinking_day.grandc + FTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc + FTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 5.245065 0.11403986 2666 45.99326
## FTP_c 0.140165 0.06034759 188 2.32262
## thinking_day.grandc 0.084893 0.06815279 188 1.24563
## meaning_day.grandc 0.474429 0.07305831 188 6.49384
## thinking_PIDc 0.066702 0.01889409 2666 3.53031
## meaning_PIDc 0.287039 0.02828313 2666 10.14876
## age_c 0.006163 0.00615508 188 1.00127
## edu_c -0.081408 0.08104324 188 -1.00450
## sex_bin 0.101541 0.13767222 188 0.73756
## race_bin -0.168873 0.14112869 188 -1.19659
## work_bin -0.004204 0.15389557 188 -0.02732
## inc_c -0.024372 0.06001294 188 -0.40611
## FTP_c:thinking_day.grandc 0.061483 0.05091411 188 1.20758
## FTP_c:meaning_day.grandc -0.086882 0.04095158 188 -2.12158
## thinking_day.grandc:meaning_day.grandc -0.041979 0.03638669 188 -1.15368
## FTP_c:thinking_PIDc 0.000459 0.01321530 2666 0.03472
## FTP_c:meaning_PIDc -0.008544 0.02025561 2666 -0.42179
## thinking_PIDc:meaning_PIDc 0.004362 0.01229697 2666 0.35475
## p-value
## (Intercept) 0.0000
## FTP_c 0.0213
## thinking_day.grandc 0.2144
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0004
## meaning_PIDc 0.0000
## age_c 0.3180
## edu_c 0.3164
## sex_bin 0.4617
## race_bin 0.2330
## work_bin 0.9782
## inc_c 0.6851
## FTP_c:thinking_day.grandc 0.2287
## FTP_c:meaning_day.grandc 0.0352
## thinking_day.grandc:meaning_day.grandc 0.2501
## FTP_c:thinking_PIDc 0.9723
## FTP_c:meaning_PIDc 0.6732
## thinking_PIDc:meaning_PIDc 0.7228
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.036
## thinking_day.grandc 0.090 0.053
## meaning_day.grandc -0.154 -0.356 -0.605
## thinking_PIDc 0.034 0.005 -0.007 0.001
## meaning_PIDc -0.093 -0.018 0.012 0.021 -0.402
## age_c 0.001 0.430 0.015 -0.272 -0.002
## edu_c -0.037 -0.021 -0.036 -0.053 0.004
## sex_bin -0.502 -0.067 -0.119 0.150 0.004
## race_bin -0.408 -0.013 -0.012 -0.098 0.003
## work_bin -0.360 0.059 0.153 -0.094 0.008
## inc_c -0.106 -0.069 -0.142 0.071 -0.009
## FTP_c:thinking_day.grandc -0.035 0.163 -0.161 0.018 0.003
## FTP_c:meaning_day.grandc 0.049 -0.034 0.183 -0.022 0.004
## thinking_day.grandc:meaning_day.grandc -0.232 -0.016 -0.286 0.409 -0.009
## FTP_c:thinking_PIDc 0.003 0.044 -0.002 0.007 -0.047
## FTP_c:meaning_PIDc -0.006 -0.112 -0.003 0.013 -0.011
## thinking_PIDc:meaning_PIDc -0.097 -0.035 -0.002 0.037 -0.084
## mn_PID age_c edu_c sex_bn rac_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.003
## edu_c -0.001 0.077
## sex_bin -0.010 -0.192 -0.001
## race_bin 0.004 0.180 -0.041 -0.031
## work_bin -0.003 -0.037 0.223 0.047 0.024
## inc_c 0.003 -0.124 -0.328 0.159 0.010
## FTP_c:thinking_day.grandc -0.016 0.004 -0.042 0.076 0.091
## FTP_c:meaning_day.grandc 0.020 0.040 0.030 -0.081 -0.152
## thinking_day.grandc:meaning_day.grandc 0.021 0.094 -0.071 0.030 -0.057
## FTP_c:thinking_PIDc -0.015 0.002 -0.005 0.001 -0.001
## FTP_c:meaning_PIDc 0.054 -0.005 0.007 -0.006 0.005
## thinking_PIDc:meaning_PIDc 0.204 0.007 0.006 -0.013 0.019
## wrk_bn inc_c FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.011
## FTP_c:thinking_day.grandc 0.112 0.067
## FTP_c:meaning_day.grandc -0.151 -0.047 -0.656
## thinking_day.grandc:meaning_day.grandc -0.182 0.029 -0.194 -0.084
## FTP_c:thinking_PIDc 0.001 0.008 -0.014 0.010 0.004
## FTP_c:meaning_PIDc 0.004 -0.005 0.009 0.001 -0.007
## thinking_PIDc:meaning_PIDc 0.010 -0.014 -0.022 0.027 0.031
## FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.362
## thinking_PIDc:meaning_PIDc -0.058 0.039
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.10247539 -0.42512829 0.06721225 0.51037972 4.82578470
##
## Number of Observations: 2872
## Number of Groups: 201#engaged mod3
femod3 <- lme(engaged ~ FTP_c*thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(femod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9172.396 9297.665 -4565.198
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.88270805 (Intr) th_PID
## thinking_PIDc 0.09874511 0.115
## meaning_PIDc 0.22985074 -0.219 -0.395
## Residual 1.04217623
##
## Fixed effects: engaged ~ FTP_c * thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 5.229305 0.07669506 2684 68.18308
## FTP_c 0.080921 0.06282257 195 1.28809
## thinking_day.grandc 0.069583 0.06567760 195 1.05946
## meaning_day.grandc 0.480224 0.06881010 195 6.97898
## thinking_PIDc 0.069261 0.01885287 2684 3.67377
## meaning_PIDc 0.286642 0.02809597 2684 10.20225
## FTP_c:thinking_day.grandc 0.049380 0.05195333 195 0.95047
## FTP_c:meaning_day.grandc -0.072517 0.05042411 195 -1.43814
## thinking_day.grandc:meaning_day.grandc -0.048830 0.03518160 195 -1.38794
## FTP_c:thinking_PIDc 0.001698 0.01314325 2684 0.12916
## FTP_c:meaning_PIDc -0.011357 0.02072130 2684 -0.54809
## thinking_PIDc:meaning_PIDc 0.002887 0.01227720 2684 0.23513
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.012902 0.02236097 195 0.57698
## FTP_c:thinking_PIDc:meaning_PIDc -0.007194 0.00896875 2684 -0.80216
## p-value
## (Intercept) 0.0000
## FTP_c 0.1992
## thinking_day.grandc 0.2907
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0002
## meaning_PIDc 0.0000
## FTP_c:thinking_day.grandc 0.3431
## FTP_c:meaning_day.grandc 0.1520
## thinking_day.grandc:meaning_day.grandc 0.1667
## FTP_c:thinking_PIDc 0.8972
## FTP_c:meaning_PIDc 0.5837
## thinking_PIDc:meaning_PIDc 0.8141
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.5646
## FTP_c:thinking_PIDc:meaning_PIDc 0.4225
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.080
## thinking_day.grandc 0.113 0.071
## meaning_day.grandc -0.221 -0.187 -0.605
## thinking_PIDc 0.047 0.011 -0.008 -0.001
## meaning_PIDc -0.142 -0.022 0.012 0.025 -0.398
## FTP_c:thinking_day.grandc 0.126 0.290 -0.146 0.067 0.003
## FTP_c:meaning_day.grandc -0.176 -0.359 0.100 -0.077 0.003
## thinking_day.grandc:meaning_day.grandc -0.441 -0.068 -0.266 0.423 -0.005
## FTP_c:thinking_PIDc 0.005 0.030 -0.001 0.006 -0.052
## FTP_c:meaning_PIDc -0.019 -0.144 -0.011 0.019 -0.026
## thinking_PIDc:meaning_PIDc -0.138 -0.043 -0.005 0.044 -0.085
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.098 -0.529 -0.115 -0.073 0.001
## FTP_c:thinking_PIDc:meaning_PIDc -0.037 -0.143 -0.017 0.026 -0.068
## mn_PID FTP_c:t_. FTP_c:m_. t_.:_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc -0.015
## FTP_c:meaning_day.grandc 0.017 -0.668
## thinking_day.grandc:meaning_day.grandc 0.021 -0.179 -0.071
## FTP_c:thinking_PIDc -0.014 -0.012 0.007 0.003
## FTP_c:meaning_PIDc 0.058 -0.008 0.029 -0.003
## thinking_PIDc:meaning_PIDc 0.205 -0.026 0.031 0.036
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.000 -0.304 0.621 0.059
## FTP_c:thinking_PIDc:meaning_PIDc 0.052 -0.034 0.056 0.003
## FTP_c:t_PID FTP_c:m_PID t_PID:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc -0.346
## thinking_PIDc:meaning_PIDc -0.055 0.048
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.002 0.038 0.009
## FTP_c:thinking_PIDc:meaning_PIDc -0.005 0.250 0.042
## FTP_:_.:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## FTP_c:thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc:meaning_PIDc 0.069
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.11544459 -0.43245593 0.07445198 0.50754786 4.77549915
##
## Number of Observations: 2893
## Number of Groups: 203#covariates
femod3c <- lme(engaged ~ FTP_c*thinking_day.grandc*meaning_day.grandc + FTP_c*thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(femod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9127.551 9288.357 -4536.776
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.8876894 (Intr) th_PID
## thinking_PIDc 0.1005860 0.140
## meaning_PIDc 0.2306379 -0.218 -0.403
## Residual 1.0403204
##
## Fixed effects: engaged ~ FTP_c * thinking_day.grandc * meaning_day.grandc + FTP_c * thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 5.242695 0.11496174 2665 45.60383
## FTP_c 0.133341 0.07072766 187 1.88528
## thinking_day.grandc 0.082880 0.06885274 187 1.20372
## meaning_day.grandc 0.471531 0.07340667 187 6.42355
## thinking_PIDc 0.067732 0.01894798 2665 3.57465
## meaning_PIDc 0.285964 0.02823811 2665 10.12687
## age_c 0.006123 0.00617052 187 0.99230
## edu_c -0.081491 0.08126207 187 -1.00281
## sex_bin 0.100274 0.13816381 187 0.72576
## race_bin -0.166712 0.14187360 187 -1.17508
## work_bin -0.002415 0.15441277 187 -0.01564
## inc_c -0.024439 0.06018613 187 -0.40606
## FTP_c:thinking_day.grandc 0.056298 0.05379994 187 1.04643
## FTP_c:meaning_day.grandc -0.076663 0.05210232 187 -1.47140
## thinking_day.grandc:meaning_day.grandc -0.041074 0.03654482 187 -1.12395
## FTP_c:thinking_PIDc 0.000714 0.01321896 2665 0.05398
## FTP_c:meaning_PIDc -0.012162 0.02086489 2665 -0.58289
## thinking_PIDc:meaning_PIDc 0.004104 0.01231121 2665 0.33338
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.007388 0.02289795 187 0.32264
## FTP_c:thinking_PIDc:meaning_PIDc -0.006146 0.00900544 2665 -0.68244
## p-value
## (Intercept) 0.0000
## FTP_c 0.0609
## thinking_day.grandc 0.2302
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0004
## meaning_PIDc 0.0000
## age_c 0.3223
## edu_c 0.3172
## sex_bin 0.4689
## race_bin 0.2415
## work_bin 0.9875
## inc_c 0.6852
## FTP_c:thinking_day.grandc 0.2967
## FTP_c:meaning_day.grandc 0.1429
## thinking_day.grandc:meaning_day.grandc 0.2625
## FTP_c:thinking_PIDc 0.9570
## FTP_c:meaning_PIDc 0.5600
## thinking_PIDc:meaning_PIDc 0.7389
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.7473
## FTP_c:thinking_PIDc:meaning_PIDc 0.4950
## Correlation:
## (Intr) FTP_c thnk_. mnng_. th_PID
## FTP_c 0.086
## thinking_day.grandc 0.102 0.108
## meaning_day.grandc -0.147 -0.276 -0.592
## thinking_PIDc 0.032 0.010 -0.006 -0.001
## meaning_PIDc -0.092 -0.022 0.011 0.022 -0.401
## age_c 0.002 0.371 0.016 -0.271 -0.001
## edu_c -0.039 -0.025 -0.038 -0.054 0.003
## sex_bin -0.494 -0.034 -0.112 0.152 0.004
## race_bin -0.413 -0.049 -0.021 -0.101 0.002
## work_bin -0.362 0.029 0.147 -0.096 0.008
## inc_c -0.107 -0.071 -0.143 0.070 -0.009
## FTP_c:thinking_day.grandc 0.000 0.294 -0.112 0.035 0.003
## FTP_c:meaning_day.grandc -0.026 -0.337 0.068 -0.054 0.003
## thinking_day.grandc:meaning_day.grandc -0.237 -0.045 -0.291 0.403 -0.008
## FTP_c:thinking_PIDc 0.003 0.035 -0.002 0.006 -0.046
## FTP_c:meaning_PIDc -0.015 -0.135 -0.011 0.018 -0.029
## thinking_PIDc:meaning_PIDc -0.098 -0.041 -0.003 0.037 -0.087
## FTP_c:thinking_day.grandc:meaning_day.grandc -0.104 -0.509 -0.123 -0.060 0.001
## FTP_c:thinking_PIDc:meaning_PIDc -0.029 -0.134 -0.019 0.025 -0.071
## mn_PID age_c edu_c sex_bn rac_bn
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.003
## edu_c -0.001 0.077
## sex_bin -0.010 -0.191 -0.002
## race_bin 0.005 0.179 -0.040 -0.034
## work_bin -0.002 -0.037 0.224 0.045 0.027
## inc_c 0.004 -0.124 -0.327 0.158 0.012
## FTP_c:thinking_day.grandc -0.017 0.006 -0.044 0.086 0.063
## FTP_c:meaning_day.grandc 0.018 0.027 0.032 -0.092 -0.074
## thinking_day.grandc:meaning_day.grandc 0.021 0.094 -0.070 0.027 -0.052
## FTP_c:thinking_PIDc -0.016 0.002 -0.005 0.002 -0.001
## FTP_c:meaning_PIDc 0.067 -0.007 0.010 -0.009 0.008
## thinking_PIDc:meaning_PIDc 0.206 0.006 0.007 -0.014 0.020
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.002 -0.007 0.013 -0.045 0.074
## FTP_c:thinking_PIDc:meaning_PIDc 0.054 -0.005 0.011 -0.009 0.009
## wrk_bn inc_c FTP_c:t_. FTP_c:m_.
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.012
## FTP_c:thinking_day.grandc 0.094 0.056
## FTP_c:meaning_day.grandc -0.095 -0.024 -0.685
## thinking_day.grandc:meaning_day.grandc -0.179 0.031 -0.203 -0.028
## FTP_c:thinking_PIDc 0.001 0.008 -0.012 0.007
## FTP_c:meaning_PIDc 0.007 0.000 -0.009 0.029
## thinking_PIDc:meaning_PIDc 0.011 -0.013 -0.026 0.030
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.040 0.020 -0.316 0.616
## FTP_c:thinking_PIDc:meaning_PIDc 0.008 0.016 -0.036 0.056
## t_.:_. FTP_c:t_PID FTP_c:m_PID
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc 0.004
## FTP_c:meaning_PIDc -0.005 -0.349
## thinking_PIDc:meaning_PIDc 0.031 -0.058 0.050
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.062 0.000 0.040
## FTP_c:thinking_PIDc:meaning_PIDc 0.002 -0.008 0.252
## t_PID: FTP_:_.:
## FTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## FTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## FTP_c:thinking_PIDc
## FTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## FTP_c:thinking_day.grandc:meaning_day.grandc 0.014
## FTP_c:thinking_PIDc:meaning_PIDc 0.049 0.070
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.10743310 -0.43259983 0.06688667 0.51106198 4.80451256
##
## Number of Observations: 2872
## Number of Groups: 201#OFTP as PREDICTOR #SAVOR mod 1
osmod1 <- lme(timesavor ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(osmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9767.591 9845.179 -4870.796
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9883107 (Intr) th_PID
## thinking_PIDc 0.2116481 -0.111
## meaning_PIDc 0.3436136 -0.044 -0.087
## Residual 1.1378349
##
## Fixed effects: timesavor ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.188875 0.07265157 2689 57.65705 0.0000
## OFTP_c 0.111664 0.05742048 199 1.94467 0.0532
## thinking_day.grandc 0.059854 0.06837837 199 0.87534 0.3824
## meaning_day.grandc 0.658119 0.06786633 199 9.69729 0.0000
## thinking_PIDc -0.136286 0.02546411 2689 -5.35209 0.0000
## meaning_PIDc 0.226786 0.03600123 2689 6.29938 0.0000
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.025
## thinking_day.grandc 0.002 0.005
## meaning_day.grandc -0.006 -0.312 -0.575
## thinking_PIDc -0.062 -0.002 0.006 -0.007
## meaning_PIDc -0.028 -0.002 -0.001 0.006 -0.260
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.52889679 -0.54334394 0.02747825 0.49064434 4.01989673
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
osmod1c <- lme(timesavor ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(osmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9714.902 9828.122 -4838.451
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9718429 (Intr) th_PID
## thinking_PIDc 0.2131718 -0.130
## meaning_PIDc 0.3446425 -0.068 -0.082
## Residual 1.1370670
##
## Fixed effects: timesavor ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 3.991215 0.12096759 2670 32.99408 0.0000
## OFTP_c 0.132079 0.06546211 191 2.01764 0.0450
## thinking_day.grandc 0.073893 0.06977179 191 1.05906 0.2909
## meaning_day.grandc 0.616530 0.07252392 191 8.50106 0.0000
## thinking_PIDc -0.137356 0.02560850 2670 -5.36368 0.0000
## meaning_PIDc 0.228927 0.03619902 2670 6.32413 0.0000
## age_c 0.009866 0.00686006 191 1.43812 0.1520
## edu_c 0.119470 0.08882442 191 1.34501 0.1802
## sex_bin -0.074055 0.15060233 191 -0.49172 0.6235
## race_bin 0.416245 0.15303414 191 2.71995 0.0071
## work_bin 0.255195 0.16353143 191 1.56052 0.1203
## inc_c -0.036945 0.06573802 191 -0.56201 0.5748
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID mn_PID age_c edu_c
## OFTP_c 0.059
## thinking_day.grandc 0.005 0.044
## meaning_day.grandc -0.056 -0.433 -0.538
## thinking_PIDc -0.041 -0.002 0.005 -0.008
## meaning_PIDc -0.030 -0.002 0.001 0.007 -0.257
## age_c 0.037 0.471 0.029 -0.374 0.002 0.000
## edu_c -0.061 -0.028 -0.075 -0.010 0.002 0.000 0.078
## sex_bin -0.512 -0.049 -0.093 0.135 -0.004 -0.002 -0.183 0.005
## race_bin -0.440 -0.028 -0.010 -0.070 -0.001 0.006 0.188 -0.044
## work_bin -0.432 0.017 0.129 0.007 0.000 0.005 -0.028 0.219
## inc_c -0.097 -0.066 -0.122 0.049 0.003 -0.003 -0.123 -0.323
## sex_bn rac_bn wrk_bn
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.040
## work_bin 0.049 -0.016
## inc_c 0.151 0.008 0.017
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.4938546 -0.5450850 0.0208558 0.4983954 4.0310415
##
## Number of Observations: 2873
## Number of Groups: 201#savor mod2
osmod2 <- lme(timesavor ~ OFTP_c*thinking_day.grandc + OFTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc + OFTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(osmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9780.08 9893.439 -4871.04
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9699560 (Intr) th_PID
## thinking_PIDc 0.2095257 -0.145
## meaning_PIDc 0.3327749 -0.037 -0.030
## Residual 1.1348464
##
## Fixed effects: timesavor ~ OFTP_c * thinking_day.grandc + OFTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc + OFTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.006809 0.08391600 2686 47.74786
## OFTP_c 0.082888 0.05881387 196 1.40932
## thinking_day.grandc 0.016087 0.07077370 196 0.22731
## meaning_day.grandc 0.779450 0.07580817 196 10.28187
## thinking_PIDc -0.144514 0.02537288 2686 -5.69559
## meaning_PIDc 0.251907 0.03606665 2686 6.98448
## OFTP_c:thinking_day.grandc -0.063305 0.05527753 196 -1.14522
## OFTP_c:meaning_day.grandc 0.048519 0.04043184 196 1.20002
## thinking_day.grandc:meaning_day.grandc 0.115760 0.03916140 196 2.95596
## OFTP_c:thinking_PIDc 0.022070 0.01720245 2686 1.28297
## OFTP_c:meaning_PIDc -0.043387 0.02582666 2686 -1.67993
## thinking_PIDc:meaning_PIDc 0.059055 0.01411373 2686 4.18420
## p-value
## (Intercept) 0.0000
## OFTP_c 0.1603
## thinking_day.grandc 0.8204
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## OFTP_c:thinking_day.grandc 0.2535
## OFTP_c:meaning_day.grandc 0.2316
## thinking_day.grandc:meaning_day.grandc 0.0035
## OFTP_c:thinking_PIDc 0.1996
## OFTP_c:meaning_PIDc 0.0931
## thinking_PIDc:meaning_PIDc 0.0000
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.049
## thinking_day.grandc 0.117 -0.011
## meaning_day.grandc -0.243 -0.292 -0.605
## thinking_PIDc -0.059 0.003 0.004 -0.007
## meaning_PIDc -0.050 -0.011 -0.003 0.017 -0.250
## OFTP_c:thinking_day.grandc 0.079 0.256 -0.118 -0.055 0.004
## OFTP_c:meaning_day.grandc -0.144 -0.086 0.146 0.026 -0.012
## thinking_day.grandc:meaning_day.grandc -0.435 -0.114 -0.256 0.452 0.007
## OFTP_c:thinking_PIDc 0.006 -0.076 0.005 -0.006 -0.012
## OFTP_c:meaning_PIDc -0.008 -0.025 -0.002 0.009 -0.022
## thinking_PIDc:meaning_PIDc -0.146 -0.039 0.000 0.040 -0.082
## mn_PID OFTP_c:t_. OFTP_c:m_. t_.:_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc -0.009
## OFTP_c:meaning_day.grandc 0.015 -0.597
## thinking_day.grandc:meaning_day.grandc 0.012 -0.245 -0.098
## OFTP_c:thinking_PIDc -0.022 0.004 -0.012 -0.001
## OFTP_c:meaning_PIDc 0.084 -0.005 0.008 0.001
## thinking_PIDc:meaning_PIDc 0.184 -0.030 0.038 0.043
## OFTP_c:t_PID OFTP_c:m_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc -0.198
## thinking_PIDc:meaning_PIDc -0.041 0.044
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.48509947 -0.55003800 0.03830012 0.48679787 3.96074636
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
osmod2c <- lme(timesavor ~ OFTP_c*thinking_day.grandc + OFTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc + OFTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(osmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9729.259 9878.179 -4839.629
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9552397 (Intr) th_PID
## thinking_PIDc 0.2112602 -0.151
## meaning_PIDc 0.3339710 -0.045 -0.028
## Residual 1.1341694
##
## Fixed effects: timesavor ~ OFTP_c * thinking_day.grandc + OFTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc + OFTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 3.868105 0.12358018 2667 31.300370
## OFTP_c 0.112211 0.06717152 188 1.670518
## thinking_day.grandc 0.025624 0.07285411 188 0.351721
## meaning_day.grandc 0.721820 0.07969583 188 9.057189
## thinking_PIDc -0.146028 0.02553799 2667 -5.718085
## meaning_PIDc 0.254663 0.03631154 2667 7.013282
## age_c 0.012224 0.00681966 188 1.792392
## edu_c 0.105730 0.08783801 188 1.203697
## sex_bin -0.090155 0.14901192 188 -0.605017
## race_bin 0.385309 0.15260440 188 2.524885
## work_bin 0.158531 0.16667166 188 0.951158
## inc_c -0.039059 0.06491349 188 -0.601701
## OFTP_c:thinking_day.grandc -0.062141 0.05579200 188 -1.113799
## OFTP_c:meaning_day.grandc 0.039216 0.04117758 188 0.952365
## thinking_day.grandc:meaning_day.grandc 0.108213 0.03986599 188 2.714410
## OFTP_c:thinking_PIDc 0.020784 0.01732785 2667 1.199476
## OFTP_c:meaning_PIDc -0.041761 0.02602169 2667 -1.604846
## thinking_PIDc:meaning_PIDc 0.060548 0.01416588 2667 4.274196
## p-value
## (Intercept) 0.0000
## OFTP_c 0.0965
## thinking_day.grandc 0.7254
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## age_c 0.0747
## edu_c 0.2302
## sex_bin 0.5459
## race_bin 0.0124
## work_bin 0.3427
## inc_c 0.5481
## OFTP_c:thinking_day.grandc 0.2668
## OFTP_c:meaning_day.grandc 0.3421
## thinking_day.grandc:meaning_day.grandc 0.0073
## OFTP_c:thinking_PIDc 0.2304
## OFTP_c:meaning_PIDc 0.1086
## thinking_PIDc:meaning_PIDc 0.0000
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.047
## thinking_day.grandc 0.086 0.020
## meaning_day.grandc -0.155 -0.381 -0.587
## thinking_PIDc -0.038 0.002 0.002 -0.007
## meaning_PIDc -0.040 -0.010 0.000 0.015 -0.248
## age_c 0.012 0.457 0.001 -0.285 0.001
## edu_c -0.037 -0.042 -0.041 -0.042 0.001
## sex_bin -0.502 -0.029 -0.109 0.131 -0.002
## race_bin -0.408 -0.034 0.003 -0.096 -0.003
## work_bin -0.362 0.021 0.164 -0.088 -0.003
## inc_c -0.106 -0.048 -0.136 0.060 0.007
## OFTP_c:thinking_day.grandc -0.035 0.237 -0.087 -0.071 0.004
## OFTP_c:meaning_day.grandc 0.044 -0.045 0.107 0.030 -0.011
## thinking_day.grandc:meaning_day.grandc -0.226 -0.073 -0.287 0.431 0.008
## OFTP_c:thinking_PIDc 0.002 -0.069 0.004 -0.005 -0.005
## OFTP_c:meaning_PIDc -0.007 -0.028 -0.002 0.009 -0.024
## thinking_PIDc:meaning_PIDc -0.106 -0.035 0.007 0.032 -0.085
## mn_PID age_c edu_c sex_bn rac_bn
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.003
## edu_c 0.001 0.068
## sex_bin -0.006 -0.181 -0.002
## race_bin 0.009 0.163 -0.038 -0.035
## work_bin 0.006 -0.061 0.224 0.052 0.022
## inc_c -0.006 -0.119 -0.328 0.158 0.009
## OFTP_c:thinking_day.grandc -0.010 -0.016 -0.049 0.086 0.050
## OFTP_c:meaning_day.grandc 0.015 0.080 0.021 -0.079 -0.132
## thinking_day.grandc:meaning_day.grandc 0.011 0.081 -0.062 0.020 -0.052
## OFTP_c:thinking_PIDc -0.023 -0.001 -0.006 0.006 0.000
## OFTP_c:meaning_PIDc 0.093 -0.001 0.001 -0.003 0.004
## thinking_PIDc:meaning_PIDc 0.184 0.008 0.004 -0.024 0.026
## wrk_bn inc_c OFTP_c:t_. OFTP_c:m_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.015
## OFTP_c:thinking_day.grandc 0.107 0.064
## OFTP_c:meaning_day.grandc -0.159 -0.050 -0.609
## thinking_day.grandc:meaning_day.grandc -0.186 0.030 -0.267 -0.042
## OFTP_c:thinking_PIDc -0.005 -0.002 0.004 -0.012
## OFTP_c:meaning_PIDc 0.002 0.003 -0.005 0.008
## thinking_PIDc:meaning_PIDc 0.020 -0.017 -0.030 0.034
## t_.:_. OFTP_c:t_PID OFTP_c:m_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc 0.001
## OFTP_c:meaning_PIDc 0.000 -0.196
## thinking_PIDc:meaning_PIDc 0.037 -0.044 0.045
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.46254974 -0.54860225 0.03290182 0.48796945 3.96474463
##
## Number of Observations: 2873
## Number of Groups: 201#savor mod3
osmod3 <- lme(timesavor ~ OFTP_c*thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(osmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9791.754 9917.03 -4874.877
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9716647 (Intr) th_PID
## thinking_PIDc 0.2106583 -0.134
## meaning_PIDc 0.3383905 -0.050 -0.086
## Residual 1.1336429
##
## Fixed effects: timesavor ~ OFTP_c * thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF
## (Intercept) 4.011149 0.08457345 2685
## OFTP_c 0.095623 0.06819521 195
## thinking_day.grandc 0.024652 0.07174471 195
## meaning_day.grandc 0.789300 0.07620867 195
## thinking_PIDc -0.146641 0.02547191 2685
## meaning_PIDc 0.253806 0.03638758 2685
## OFTP_c:thinking_day.grandc -0.055072 0.05691013 195
## OFTP_c:meaning_day.grandc 0.021466 0.05206857 195
## thinking_day.grandc:meaning_day.grandc 0.115136 0.03922693 195
## OFTP_c:thinking_PIDc 0.020613 0.01726105 2685
## OFTP_c:meaning_PIDc -0.033303 0.02653344 2685
## thinking_PIDc:meaning_PIDc 0.059284 0.01411897 2685
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.021691 0.02506029 195
## OFTP_c:thinking_PIDc:meaning_PIDc 0.021242 0.01031010 2685
## t-value p-value
## (Intercept) 47.42799 0.0000
## OFTP_c 1.40220 0.1624
## thinking_day.grandc 0.34360 0.7315
## meaning_day.grandc 10.35709 0.0000
## thinking_PIDc -5.75698 0.0000
## meaning_PIDc 6.97508 0.0000
## OFTP_c:thinking_day.grandc -0.96769 0.3344
## OFTP_c:meaning_day.grandc 0.41227 0.6806
## thinking_day.grandc:meaning_day.grandc 2.93513 0.0037
## OFTP_c:thinking_PIDc 1.19421 0.2325
## OFTP_c:meaning_PIDc -1.25514 0.2095
## thinking_PIDc:meaning_PIDc 4.19888 0.0000
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.86554 0.3878
## OFTP_c:thinking_PIDc:meaning_PIDc 2.06034 0.0395
## Correlation:
## (Intr) OFTP_c thnk_. mnng_.
## OFTP_c 0.098
## thinking_day.grandc 0.132 0.068
## meaning_day.grandc -0.233 -0.217 -0.584
## thinking_PIDc -0.052 0.011 0.005 -0.008
## meaning_PIDc -0.059 -0.019 -0.003 0.019
## OFTP_c:thinking_day.grandc 0.102 0.331 -0.077 -0.036
## OFTP_c:meaning_day.grandc -0.181 -0.367 0.015 -0.028
## thinking_day.grandc:meaning_day.grandc -0.434 -0.109 -0.256 0.449
## OFTP_c:thinking_PIDc 0.006 -0.061 0.004 -0.007
## OFTP_c:meaning_PIDc -0.015 -0.064 -0.009 0.014
## thinking_PIDc:meaning_PIDc -0.145 -0.038 -0.002 0.041
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.110 -0.491 -0.154 -0.077
## OFTP_c:thinking_PIDc:meaning_PIDc -0.030 -0.153 -0.022 0.029
## th_PID mn_PID OFTP_c:t_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc -0.273
## OFTP_c:thinking_day.grandc 0.007 -0.012
## OFTP_c:meaning_day.grandc -0.013 0.016 -0.596
## thinking_day.grandc:meaning_day.grandc 0.006 0.013 -0.243
## OFTP_c:thinking_PIDc -0.011 -0.022 0.003
## OFTP_c:meaning_PIDc -0.030 0.090 -0.016
## thinking_PIDc:meaning_PIDc -0.083 0.182 -0.030
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.006 0.005 -0.230
## OFTP_c:thinking_PIDc:meaning_PIDc -0.048 0.048 -0.046
## OFTP_c:m_. t_.:_. OFTP_c:t_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc -0.063
## OFTP_c:thinking_PIDc -0.005 -0.001
## OFTP_c:meaning_PIDc 0.026 0.003 -0.222
## thinking_PIDc:meaning_PIDc 0.032 0.043 -0.041
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.628 0.020 0.005
## OFTP_c:thinking_PIDc:meaning_PIDc 0.057 0.008 -0.025
## OFTP_c:m_PID t_PID: OFTP_:_.:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc 0.045
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.029 0.005
## OFTP_c:thinking_PIDc:meaning_PIDc 0.192 0.012 0.080
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.49035682 -0.55233010 0.03289881 0.49305486 4.01009127
##
## Number of Observations: 2894
## Number of Groups: 203p2<-plot_model(osmod3, type = "pred",
terms = c("meaning_PIDc", "thinking_PIDc", "OFTP_c"),
title = c("Time Savoring at Work Predicted by Meaningfulness and Cognitive Engagement and OFTP"),
axis.title = c("x" = "Meaningfulness", "y" = "Time Savoring"),
legend.title = "Cognitive Engagement",
plot.title = element_text(face = "bold", hjust = 0.5))
p1+ scale_color_hue (labels = c("Low", "Mean", "High")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
p2
#covariates
osmod3c <- lme(timesavor ~ OFTP_c*thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(osmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9741.022 9901.837 -4843.511
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9573013 (Intr) th_PID
## thinking_PIDc 0.2123782 -0.140
## meaning_PIDc 0.3396163 -0.057 -0.085
## Residual 1.1329662
##
## Fixed effects: timesavor ~ OFTP_c * thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF
## (Intercept) 3.872905 0.12471479 2666
## OFTP_c 0.117911 0.07609682 187
## thinking_day.grandc 0.031350 0.07377256 187
## meaning_day.grandc 0.730198 0.08007718 187
## thinking_PIDc -0.148324 0.02563960 2666
## meaning_PIDc 0.256771 0.03663995 2666
## age_c 0.012182 0.00683223 187
## edu_c 0.104183 0.08805048 187
## sex_bin -0.092958 0.14930613 187
## race_bin 0.387327 0.15295533 187
## work_bin 0.153505 0.16745609 187
## inc_c -0.033626 0.06511752 187
## OFTP_c:thinking_day.grandc -0.056056 0.05760052 187
## OFTP_c:meaning_day.grandc 0.018472 0.05260687 187
## thinking_day.grandc:meaning_day.grandc 0.107628 0.03994562 187
## OFTP_c:thinking_PIDc 0.019219 0.01738752 2666
## OFTP_c:meaning_PIDc -0.031165 0.02674191 2666
## thinking_PIDc:meaning_PIDc 0.060912 0.01417215 2666
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.016718 0.02504353 187
## OFTP_c:thinking_PIDc:meaning_PIDc 0.021948 0.01034472 2666
## t-value p-value
## (Intercept) 31.054096 0.0000
## OFTP_c 1.549491 0.1230
## thinking_day.grandc 0.424958 0.6714
## meaning_day.grandc 9.118683 0.0000
## thinking_PIDc -5.784951 0.0000
## meaning_PIDc 7.007963 0.0000
## age_c 1.783057 0.0762
## edu_c 1.183218 0.2382
## sex_bin -0.622597 0.5343
## race_bin 2.532287 0.0122
## work_bin 0.916686 0.3605
## inc_c -0.516384 0.6062
## OFTP_c:thinking_day.grandc -0.973181 0.3317
## OFTP_c:meaning_day.grandc 0.351130 0.7259
## thinking_day.grandc:meaning_day.grandc 2.694370 0.0077
## OFTP_c:thinking_PIDc 1.105346 0.2691
## OFTP_c:meaning_PIDc -1.165412 0.2440
## thinking_PIDc:meaning_PIDc 4.298032 0.0000
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.667566 0.5052
## OFTP_c:thinking_PIDc:meaning_PIDc 2.121681 0.0340
## Correlation:
## (Intr) OFTP_c thnk_. mnng_.
## OFTP_c 0.098
## thinking_day.grandc 0.101 0.084
## meaning_day.grandc -0.146 -0.309 -0.570
## thinking_PIDc -0.033 0.011 0.003 -0.007
## meaning_PIDc -0.046 -0.019 -0.001 0.017
## age_c 0.011 0.402 0.000 -0.285
## edu_c -0.041 -0.052 -0.045 -0.044
## sex_bin -0.497 -0.020 -0.107 0.131
## race_bin -0.409 -0.044 -0.001 -0.098
## work_bin -0.368 -0.016 0.151 -0.092
## inc_c -0.100 -0.024 -0.129 0.064
## OFTP_c:thinking_day.grandc -0.005 0.315 -0.048 -0.053
## OFTP_c:meaning_day.grandc -0.040 -0.313 -0.007 -0.018
## thinking_day.grandc:meaning_day.grandc -0.226 -0.074 -0.287 0.428
## OFTP_c:thinking_PIDc 0.002 -0.056 0.004 -0.006
## OFTP_c:meaning_PIDc -0.014 -0.064 -0.009 0.014
## thinking_PIDc:meaning_PIDc -0.106 -0.038 0.005 0.033
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.119 -0.454 -0.145 -0.067
## OFTP_c:thinking_PIDc:meaning_PIDc -0.025 -0.145 -0.023 0.028
## th_PID mn_PID age_c edu_c
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc -0.272
## age_c 0.001 0.003
## edu_c 0.001 0.001 0.068
## sex_bin -0.001 -0.007 -0.181 -0.002
## race_bin -0.003 0.009 0.163 -0.037
## work_bin -0.004 0.007 -0.060 0.225
## inc_c 0.005 -0.005 -0.119 -0.329
## OFTP_c:thinking_day.grandc 0.007 -0.013 -0.017 -0.055
## OFTP_c:meaning_day.grandc -0.013 0.017 0.066 0.036
## thinking_day.grandc:meaning_day.grandc 0.007 0.012 0.081 -0.062
## OFTP_c:thinking_PIDc -0.004 -0.024 0.000 -0.006
## OFTP_c:meaning_PIDc -0.032 0.100 -0.001 0.003
## thinking_PIDc:meaning_PIDc -0.086 0.183 0.008 0.005
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.007 0.007 0.005 0.032
## OFTP_c:thinking_PIDc:meaning_PIDc -0.050 0.051 -0.002 0.004
## sex_bn rac_bn wrk_bn inc_c
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.035
## work_bin 0.051 0.024
## inc_c 0.158 0.008 0.012
## OFTP_c:thinking_day.grandc 0.086 0.041 0.085 0.072
## OFTP_c:meaning_day.grandc -0.067 -0.086 -0.078 -0.066
## thinking_day.grandc:meaning_day.grandc 0.020 -0.051 -0.184 0.029
## OFTP_c:thinking_PIDc 0.006 0.000 -0.005 -0.002
## OFTP_c:meaning_PIDc -0.007 0.007 0.007 0.005
## thinking_PIDc:meaning_PIDc -0.024 0.026 0.020 -0.017
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.007 0.028 0.074 -0.044
## OFTP_c:thinking_PIDc:meaning_PIDc -0.016 0.012 0.016 0.019
## OFTP_c:t_. OFTP_c:m_. t_.:_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc -0.613
## thinking_day.grandc:meaning_day.grandc -0.263 -0.020
## OFTP_c:thinking_PIDc 0.003 -0.005 0.001
## OFTP_c:meaning_PIDc -0.017 0.027 0.002
## thinking_PIDc:meaning_PIDc -0.032 0.033 0.038
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.240 0.620 0.020
## OFTP_c:thinking_PIDc:meaning_PIDc -0.048 0.057 0.006
## OFTP_c:t_PID OFTP_c:m_PID t_PID:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc -0.221
## thinking_PIDc:meaning_PIDc -0.044 0.048
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.006 0.031 0.010
## OFTP_c:thinking_PIDc:meaning_PIDc -0.028 0.193 0.019
## OFTP_:_.:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## OFTP_c:thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc:meaning_PIDc 0.084
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.46726650 -0.54461897 0.02645733 0.49565507 4.03898101
##
## Number of Observations: 2873
## Number of Groups: 201#HAPPY mod1
ohmod1 <- lme(happy ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ohmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8372.777 8450.365 -4173.388
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9875123 (Intr) th_PID
## thinking_PIDc 0.1016159 0.140
## meaning_PIDc 0.2667435 -0.171 -0.175
## Residual 0.8885955
##
## Fixed effects: happy ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.940792 0.07134798 2689 69.24922 0.0000
## OFTP_c 0.191303 0.05615426 199 3.40674 0.0008
## thinking_day.grandc 0.027963 0.06688551 199 0.41808 0.6763
## meaning_day.grandc 0.642204 0.06637144 199 9.67591 0.0000
## thinking_PIDc -0.114889 0.01682890 2689 -6.82690 0.0000
## meaning_PIDc 0.180970 0.02763619 2689 6.54830 0.0000
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.026
## thinking_day.grandc 0.001 0.004
## meaning_day.grandc -0.007 -0.311 -0.575
## thinking_PIDc 0.058 0.000 -0.012 0.009
## meaning_PIDc -0.113 -0.001 0.013 0.004 -0.297
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.1054154 -0.4681624 0.0486312 0.4875481 4.3316000
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
ohmod1c <- lme(happy ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ohmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8320.147 8433.366 -4141.073
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.97358628 (Intr) th_PID
## thinking_PIDc 0.09898254 0.072
## meaning_PIDc 0.26729238 -0.142 -0.150
## Residual 0.88625105
##
## Fixed effects: happy ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.953836 0.11901269 2670 41.62444 0.0000
## OFTP_c 0.268333 0.06444288 191 4.16389 0.0000
## thinking_day.grandc 0.043864 0.06865390 191 0.63891 0.5236
## meaning_day.grandc 0.573166 0.07140302 191 8.02720 0.0000
## thinking_PIDc -0.117803 0.01673960 2670 -7.03738 0.0000
## meaning_PIDc 0.183388 0.02776088 2670 6.60598 0.0000
## age_c 0.016764 0.00675202 191 2.48284 0.0139
## edu_c -0.008401 0.08748221 191 -0.09603 0.9236
## sex_bin -0.243372 0.14819702 191 -1.64222 0.1022
## race_bin 0.060434 0.15065879 191 0.40113 0.6888
## work_bin 0.221817 0.16101479 191 1.37762 0.1699
## inc_c 0.069504 0.06473076 191 1.07375 0.2843
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID mn_PID age_c edu_c
## OFTP_c 0.060
## thinking_day.grandc 0.006 0.044
## meaning_day.grandc -0.056 -0.432 -0.539
## thinking_PIDc 0.013 -0.001 -0.006 0.005
## meaning_PIDc -0.056 -0.001 0.009 0.004 -0.288
## age_c 0.036 0.471 0.030 -0.375 -0.001 0.001
## edu_c -0.063 -0.027 -0.075 -0.011 0.003 0.000 0.078
## sex_bin -0.512 -0.049 -0.094 0.136 0.002 -0.005 -0.182 0.006
## race_bin -0.440 -0.029 -0.010 -0.069 0.003 0.003 0.188 -0.043
## work_bin -0.431 0.018 0.128 0.007 0.006 0.002 -0.027 0.220
## inc_c -0.097 -0.066 -0.122 0.050 -0.006 0.003 -0.122 -0.323
## sex_bn rac_bn wrk_bn
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.040
## work_bin 0.048 -0.016
## inc_c 0.151 0.008 0.016
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.11036215 -0.47317421 0.03686433 0.49292249 4.33693847
##
## Number of Observations: 2873
## Number of Groups: 201#happy mod2
ohmod2 <- lme(happy ~ OFTP_c*thinking_day.grandc + OFTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc + OFTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ohmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8397.889 8511.248 -4179.945
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.97779979 (Intr) th_PID
## thinking_PIDc 0.09177355 0.081
## meaning_PIDc 0.25314613 -0.146 -0.014
## Residual 0.88849498
##
## Fixed effects: happy ~ OFTP_c * thinking_day.grandc + OFTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc + OFTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.836047 0.08270901 2686 58.47062
## OFTP_c 0.207328 0.05817632 196 3.56378
## thinking_day.grandc -0.012916 0.07000350 196 -0.18450
## meaning_day.grandc 0.717264 0.07500932 196 9.56233
## thinking_PIDc -0.122670 0.01648482 2686 -7.44139
## meaning_PIDc 0.197677 0.02741210 2686 7.21131
## OFTP_c:thinking_day.grandc 0.034149 0.05468969 196 0.62441
## OFTP_c:meaning_day.grandc -0.000584 0.04007046 196 -0.01457
## thinking_day.grandc:meaning_day.grandc 0.059069 0.03869656 196 1.52648
## OFTP_c:thinking_PIDc 0.021481 0.01084119 2686 1.98140
## OFTP_c:meaning_PIDc -0.035546 0.01959741 2686 -1.81379
## thinking_PIDc:meaning_PIDc 0.036138 0.01089799 2686 3.31604
## p-value
## (Intercept) 0.0000
## OFTP_c 0.0005
## thinking_day.grandc 0.8538
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## OFTP_c:thinking_day.grandc 0.5331
## OFTP_c:meaning_day.grandc 0.9884
## thinking_day.grandc:meaning_day.grandc 0.1285
## OFTP_c:thinking_PIDc 0.0476
## OFTP_c:meaning_PIDc 0.0698
## thinking_PIDc:meaning_PIDc 0.0009
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.047
## thinking_day.grandc 0.118 -0.010
## meaning_day.grandc -0.243 -0.290 -0.606
## thinking_PIDc 0.037 0.004 -0.005 0.000
## meaning_PIDc -0.107 -0.015 0.006 0.018 -0.267
## OFTP_c:thinking_day.grandc 0.076 0.254 -0.117 -0.054 0.001
## OFTP_c:meaning_day.grandc -0.142 -0.085 0.144 0.027 0.004
## thinking_day.grandc:meaning_day.grandc -0.435 -0.112 -0.256 0.451 -0.006
## OFTP_c:thinking_PIDc 0.006 0.028 -0.002 0.003 -0.034
## OFTP_c:meaning_PIDc -0.009 -0.088 -0.004 0.012 -0.025
## thinking_PIDc:meaning_PIDc -0.112 -0.031 -0.008 0.037 -0.097
## mn_PID OFTP_c:t_. OFTP_c:m_. t_.:_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc -0.011
## OFTP_c:meaning_day.grandc 0.014 -0.598
## thinking_day.grandc:meaning_day.grandc 0.017 -0.242 -0.099
## OFTP_c:thinking_PIDc -0.022 -0.006 0.004 -0.002
## OFTP_c:meaning_PIDc 0.084 0.003 0.005 -0.001
## thinking_PIDc:meaning_PIDc 0.185 -0.018 0.022 0.032
## OFTP_c:t_PID OFTP_c:m_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc -0.207
## thinking_PIDc:meaning_PIDc -0.049 0.047
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.13629435 -0.47027340 0.04267554 0.50010312 4.33181603
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
ohmod2c <- lme(happy ~ OFTP_c*thinking_day.grandc + OFTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc + OFTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ohmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8344.247 8493.167 -4147.123
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.96041937 (Intr) th_PID
## thinking_PIDc 0.08870969 -0.012
## meaning_PIDc 0.25374360 -0.103 0.021
## Residual 0.88625675
##
## Fixed effects: happy ~ OFTP_c * thinking_day.grandc + OFTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc + OFTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 4.864936 0.12186265 2667 39.92147
## OFTP_c 0.289405 0.06634799 188 4.36193
## thinking_day.grandc -0.004107 0.07204493 188 -0.05700
## meaning_day.grandc 0.650212 0.07886290 188 8.24485
## thinking_PIDc -0.125713 0.01637708 2667 -7.67615
## meaning_PIDc 0.200256 0.02755071 2667 7.26863
## age_c 0.018845 0.00674444 188 2.79417
## edu_c -0.032274 0.08696289 188 -0.37113
## sex_bin -0.239539 0.14736807 188 -1.62545
## race_bin 0.038817 0.15097795 188 0.25711
## work_bin 0.156951 0.16489439 188 0.95183
## inc_c 0.078652 0.06425439 188 1.22407
## OFTP_c:thinking_day.grandc 0.032808 0.05517723 188 0.59460
## OFTP_c:meaning_day.grandc 0.003923 0.04079009 188 0.09616
## thinking_day.grandc:meaning_day.grandc 0.064550 0.03935860 188 1.64005
## OFTP_c:thinking_PIDc 0.020086 0.01075596 2667 1.86742
## OFTP_c:meaning_PIDc -0.034840 0.01972117 2667 -1.76665
## thinking_PIDc:meaning_PIDc 0.037521 0.01089129 2667 3.44500
## p-value
## (Intercept) 0.0000
## OFTP_c 0.0000
## thinking_day.grandc 0.9546
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0000
## age_c 0.0057
## edu_c 0.7110
## sex_bin 0.1057
## race_bin 0.7974
## work_bin 0.3424
## inc_c 0.2225
## OFTP_c:thinking_day.grandc 0.5528
## OFTP_c:meaning_day.grandc 0.9235
## thinking_day.grandc:meaning_day.grandc 0.1027
## OFTP_c:thinking_PIDc 0.0620
## OFTP_c:meaning_PIDc 0.0774
## thinking_PIDc:meaning_PIDc 0.0006
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.047
## thinking_day.grandc 0.087 0.020
## meaning_day.grandc -0.155 -0.381 -0.588
## thinking_PIDc 0.004 0.003 -0.001 -0.003
## meaning_PIDc -0.056 -0.012 0.003 0.014 -0.258
## age_c 0.012 0.458 0.001 -0.286 0.000
## edu_c -0.039 -0.042 -0.041 -0.043 0.001
## sex_bin -0.504 -0.029 -0.110 0.131 0.001
## race_bin -0.408 -0.035 0.003 -0.096 -0.001
## work_bin -0.362 0.021 0.163 -0.088 0.002
## inc_c -0.107 -0.048 -0.137 0.061 -0.001
## OFTP_c:thinking_day.grandc -0.037 0.236 -0.086 -0.070 0.003
## OFTP_c:meaning_day.grandc 0.045 -0.044 0.106 0.030 -0.003
## thinking_day.grandc:meaning_day.grandc -0.225 -0.073 -0.287 0.430 -0.002
## OFTP_c:thinking_PIDc 0.004 -0.003 0.000 -0.001 -0.030
## OFTP_c:meaning_PIDc -0.008 -0.057 -0.003 0.010 -0.027
## thinking_PIDc:meaning_PIDc -0.082 -0.027 0.000 0.029 -0.099
## mn_PID age_c edu_c sex_bn rac_bn
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.003
## edu_c 0.000 0.068
## sex_bin -0.006 -0.180 -0.002
## race_bin 0.006 0.163 -0.037 -0.034
## work_bin 0.002 -0.060 0.225 0.052 0.021
## inc_c -0.002 -0.118 -0.328 0.158 0.008
## OFTP_c:thinking_day.grandc -0.010 -0.016 -0.048 0.087 0.049
## OFTP_c:meaning_day.grandc 0.013 0.081 0.021 -0.079 -0.132
## thinking_day.grandc:meaning_day.grandc 0.014 0.080 -0.062 0.020 -0.052
## OFTP_c:thinking_PIDc -0.024 0.001 -0.004 0.002 -0.001
## OFTP_c:meaning_PIDc 0.093 -0.002 0.003 -0.003 0.005
## thinking_PIDc:meaning_PIDc 0.184 0.006 0.005 -0.015 0.019
## wrk_bn inc_c OFTP_c:t_. OFTP_c:m_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.014
## OFTP_c:thinking_day.grandc 0.107 0.063
## OFTP_c:meaning_day.grandc -0.159 -0.049 -0.610
## thinking_day.grandc:meaning_day.grandc -0.186 0.031 -0.265 -0.043
## OFTP_c:thinking_PIDc -0.003 0.003 -0.001 -0.003
## OFTP_c:meaning_PIDc 0.002 -0.001 0.000 0.005
## thinking_PIDc:meaning_PIDc 0.012 -0.012 -0.021 0.022
## t_.:_. OFTP_c:t_PID OFTP_c:m_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc 0.000
## OFTP_c:meaning_PIDc -0.001 -0.197
## thinking_PIDc:meaning_PIDc 0.029 -0.052 0.048
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.13721072 -0.47732362 0.03413461 0.50165064 4.33598238
##
## Number of Observations: 2873
## Number of Groups: 201#happy mod3
ohmod3 <- lme(happy ~ OFTP_c*thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ohmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8412.069 8537.345 -4185.035
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.97472573 (Intr) th_PID
## thinking_PIDc 0.09243297 0.120
## meaning_PIDc 0.25340544 -0.174 -0.034
## Residual 0.88860425
##
## Fixed effects: happy ~ OFTP_c * thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF
## (Intercept) 4.851622 0.08293280 2685
## OFTP_c 0.263703 0.06678510 195
## thinking_day.grandc 0.007315 0.07046755 195
## meaning_day.grandc 0.723548 0.07488005 195
## thinking_PIDc -0.122868 0.01653995 2685
## meaning_PIDc 0.198042 0.02745739 2685
## OFTP_c:thinking_day.grandc 0.057672 0.05591407 195
## OFTP_c:meaning_day.grandc -0.056212 0.05123550 195
## thinking_day.grandc:meaning_day.grandc 0.056504 0.03852263 195
## OFTP_c:thinking_PIDc 0.021156 0.01086416 2685
## OFTP_c:meaning_PIDc -0.034682 0.01995873 2685
## thinking_PIDc:meaning_PIDc 0.035975 0.01090738 2685
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.043161 0.02461067 195
## OFTP_c:thinking_PIDc:meaning_PIDc 0.003126 0.00794924 2685
## t-value p-value
## (Intercept) 58.50064 0.0000
## OFTP_c 3.94853 0.0001
## thinking_day.grandc 0.10380 0.9174
## meaning_day.grandc 9.66277 0.0000
## thinking_PIDc -7.42857 0.0000
## meaning_PIDc 7.21271 0.0000
## OFTP_c:thinking_day.grandc 1.03144 0.3036
## OFTP_c:meaning_day.grandc -1.09713 0.2739
## thinking_day.grandc:meaning_day.grandc 1.46677 0.1441
## OFTP_c:thinking_PIDc 1.94735 0.0516
## OFTP_c:meaning_PIDc -1.73769 0.0824
## thinking_PIDc:meaning_PIDc 3.29819 0.0010
## OFTP_c:thinking_day.grandc:meaning_day.grandc -1.75374 0.0810
## OFTP_c:thinking_PIDc:meaning_PIDc 0.39323 0.6942
## Correlation:
## (Intr) OFTP_c thnk_. mnng_.
## OFTP_c 0.095
## thinking_day.grandc 0.132 0.066
## meaning_day.grandc -0.232 -0.214 -0.584
## thinking_PIDc 0.051 0.010 -0.007 0.001
## meaning_PIDc -0.124 -0.019 0.007 0.021
## OFTP_c:thinking_day.grandc 0.099 0.328 -0.077 -0.035
## OFTP_c:meaning_day.grandc -0.177 -0.366 0.015 -0.028
## thinking_day.grandc:meaning_day.grandc -0.434 -0.107 -0.256 0.448
## OFTP_c:thinking_PIDc 0.006 0.037 -0.003 0.004
## OFTP_c:meaning_PIDc -0.016 -0.119 -0.009 0.015
## thinking_PIDc:meaning_PIDc -0.112 -0.030 -0.009 0.038
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.108 -0.488 -0.153 -0.078
## OFTP_c:thinking_PIDc:meaning_PIDc -0.026 -0.115 -0.012 0.016
## th_PID mn_PID OFTP_c:t_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc -0.275
## OFTP_c:thinking_day.grandc 0.002 -0.013
## OFTP_c:meaning_day.grandc 0.004 0.013 -0.596
## thinking_day.grandc:meaning_day.grandc -0.008 0.019 -0.240
## OFTP_c:thinking_PIDc -0.032 -0.023 -0.008
## OFTP_c:meaning_PIDc -0.036 0.092 -0.007
## thinking_PIDc:meaning_PIDc -0.098 0.186 -0.018
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.001 0.001 -0.228
## OFTP_c:thinking_PIDc:meaning_PIDc -0.061 0.054 -0.038
## OFTP_c:m_. t_.:_. OFTP_c:t_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc -0.064
## OFTP_c:thinking_PIDc 0.008 -0.002
## OFTP_c:meaning_PIDc 0.025 0.000 -0.214
## thinking_PIDc:meaning_PIDc 0.016 0.032 -0.049
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.628 0.020 0.004
## OFTP_c:thinking_PIDc:meaning_PIDc 0.053 0.003 -0.026
## OFTP_c:m_PID t_PID: OFTP_:_.:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc 0.051
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.028 0.000
## OFTP_c:thinking_PIDc:meaning_PIDc 0.189 0.025 0.057
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.13117516 -0.47324148 0.04124513 0.49877781 4.33723087
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
ohmod3c <- lme(happy ~ OFTP_c*thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ohmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8358.647 8519.462 -4152.323
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.95716543 (Intr) th_PID
## thinking_PIDc 0.08975246 0.033
## meaning_PIDc 0.25415096 -0.132 -0.004
## Residual 0.88630478
##
## Fixed effects: happy ~ OFTP_c * thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF
## (Intercept) 4.886069 0.12224595 2666
## OFTP_c 0.344144 0.07445390 187
## thinking_day.grandc 0.015059 0.07246847 187
## meaning_day.grandc 0.654911 0.07871730 187
## thinking_PIDc -0.125908 0.01645550 2666
## meaning_PIDc 0.200509 0.02761110 2666
## age_c 0.018620 0.00671534 187
## edu_c -0.032688 0.08662138 187
## sex_bin -0.233977 0.14671194 187
## race_bin 0.034027 0.15036470 187
## work_bin 0.141912 0.16460804 187
## inc_c 0.082806 0.06404184 187
## OFTP_c:thinking_day.grandc 0.057070 0.05659101 187
## OFTP_c:meaning_day.grandc -0.049761 0.05175687 187
## thinking_day.grandc:meaning_day.grandc 0.061354 0.03919718 187
## OFTP_c:thinking_PIDc 0.019799 0.01079483 2666
## OFTP_c:meaning_PIDc -0.033832 0.02009035 2666
## thinking_PIDc:meaning_PIDc 0.037233 0.01090477 2666
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.041292 0.02457634 187
## OFTP_c:thinking_PIDc:meaning_PIDc 0.003409 0.00794271 2666
## t-value p-value
## (Intercept) 39.96917 0.0000
## OFTP_c 4.62224 0.0000
## thinking_day.grandc 0.20780 0.8356
## meaning_day.grandc 8.31979 0.0000
## thinking_PIDc -7.65144 0.0000
## meaning_PIDc 7.26191 0.0000
## age_c 2.77272 0.0061
## edu_c -0.37737 0.7063
## sex_bin -1.59481 0.1124
## race_bin 0.22630 0.8212
## work_bin 0.86212 0.3897
## inc_c 1.29300 0.1976
## OFTP_c:thinking_day.grandc 1.00847 0.3145
## OFTP_c:meaning_day.grandc -0.96145 0.3376
## thinking_day.grandc:meaning_day.grandc 1.56525 0.1192
## OFTP_c:thinking_PIDc 1.83409 0.0668
## OFTP_c:meaning_PIDc -1.68400 0.0923
## thinking_PIDc:meaning_PIDc 3.41439 0.0006
## OFTP_c:thinking_day.grandc:meaning_day.grandc -1.68015 0.0946
## OFTP_c:thinking_PIDc:meaning_PIDc 0.42921 0.6678
## Correlation:
## (Intr) OFTP_c thnk_. mnng_.
## OFTP_c 0.096
## thinking_day.grandc 0.103 0.084
## meaning_day.grandc -0.146 -0.309 -0.571
## thinking_PIDc 0.013 0.010 -0.002 -0.003
## meaning_PIDc -0.067 -0.018 0.004 0.017
## age_c 0.011 0.405 0.001 -0.286
## edu_c -0.043 -0.052 -0.045 -0.045
## sex_bin -0.500 -0.022 -0.108 0.131
## race_bin -0.408 -0.043 -0.001 -0.097
## work_bin -0.367 -0.015 0.151 -0.092
## inc_c -0.100 -0.023 -0.128 0.064
## OFTP_c:thinking_day.grandc -0.007 0.314 -0.048 -0.053
## OFTP_c:meaning_day.grandc -0.038 -0.312 -0.007 -0.017
## thinking_day.grandc:meaning_day.grandc -0.226 -0.074 -0.287 0.428
## OFTP_c:thinking_PIDc 0.005 0.010 -0.001 0.000
## OFTP_c:meaning_PIDc -0.014 -0.091 -0.008 0.014
## thinking_PIDc:meaning_PIDc -0.082 -0.030 -0.003 0.030
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.118 -0.452 -0.144 -0.067
## OFTP_c:thinking_PIDc:meaning_PIDc -0.021 -0.111 -0.015 0.018
## th_PID mn_PID age_c edu_c
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc -0.267
## age_c -0.001 0.003
## edu_c 0.002 0.000 0.068
## sex_bin 0.003 -0.008 -0.180 -0.002
## race_bin -0.001 0.006 0.163 -0.036
## work_bin 0.003 0.001 -0.059 0.227
## inc_c -0.004 0.001 -0.118 -0.328
## OFTP_c:thinking_day.grandc 0.005 -0.013 -0.017 -0.055
## OFTP_c:meaning_day.grandc -0.003 0.014 0.066 0.037
## thinking_day.grandc:meaning_day.grandc -0.005 0.016 0.080 -0.062
## OFTP_c:thinking_PIDc -0.028 -0.025 0.002 -0.004
## OFTP_c:meaning_PIDc -0.038 0.101 -0.004 0.005
## thinking_PIDc:meaning_PIDc -0.101 0.186 0.006 0.005
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.003 0.003 0.005 0.033
## OFTP_c:thinking_PIDc:meaning_PIDc -0.064 0.056 -0.003 0.005
## sex_bn rac_bn wrk_bn inc_c
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.034
## work_bin 0.051 0.023
## inc_c 0.158 0.008 0.011
## OFTP_c:thinking_day.grandc 0.086 0.041 0.086 0.072
## OFTP_c:meaning_day.grandc -0.066 -0.087 -0.079 -0.067
## thinking_day.grandc:meaning_day.grandc 0.020 -0.051 -0.184 0.030
## OFTP_c:thinking_PIDc 0.001 -0.001 -0.002 0.005
## OFTP_c:meaning_PIDc -0.005 0.008 0.006 0.000
## thinking_PIDc:meaning_PIDc -0.014 0.019 0.012 -0.012
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.006 0.027 0.074 -0.046
## OFTP_c:thinking_PIDc:meaning_PIDc -0.010 0.009 0.010 0.014
## OFTP_c:t_. OFTP_c:m_. t_.:_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc -0.613
## thinking_day.grandc:meaning_day.grandc -0.262 -0.021
## OFTP_c:thinking_PIDc -0.003 0.002 -0.001
## OFTP_c:meaning_PIDc -0.010 0.024 0.000
## thinking_PIDc:meaning_PIDc -0.021 0.020 0.029
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.239 0.620 0.021
## OFTP_c:thinking_PIDc:meaning_PIDc -0.039 0.050 0.003
## OFTP_c:t_PID OFTP_c:m_PID t_PID:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc -0.205
## thinking_PIDc:meaning_PIDc -0.053 0.053
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.003 0.028 0.005
## OFTP_c:thinking_PIDc:meaning_PIDc -0.027 0.188 0.031
## OFTP_:_.:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## OFTP_c:thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc:meaning_PIDc 0.061
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.13210147 -0.47915099 0.03798352 0.49719336 4.34268769
##
## Number of Observations: 2873
## Number of Groups: 201#PROUD mod1
opmod1 <- lme(proud ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(opmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8525.4 8602.989 -4249.7
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2281247 (Intr) th_PID
## thinking_PIDc 0.1395769 -0.043
## meaning_PIDc 0.2236474 -0.078 -0.445
## Residual 0.9034935
##
## Fixed effects: proud ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.060864 0.08791378 2689 46.19144 0.0000
## OFTP_c 0.151063 0.06952962 199 2.17265 0.0310
## thinking_day.grandc 0.288502 0.08283613 199 3.48280 0.0006
## meaning_day.grandc 0.598227 0.08219652 199 7.27802 0.0000
## thinking_PIDc -0.031338 0.01868324 2689 -1.67733 0.0936
## meaning_PIDc 0.167596 0.02538832 2689 6.60132 0.0000
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.027
## thinking_day.grandc 0.001 0.004
## meaning_day.grandc -0.008 -0.310 -0.576
## thinking_PIDc -0.022 -0.002 0.000 -0.003
## meaning_PIDc -0.048 -0.002 0.004 0.006 -0.423
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.42769909 -0.47389899 0.02148989 0.52051323 4.41448989
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
opmod1c <- lme(proud ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(opmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8474.82 8588.04 -4218.41
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2015565 (Intr) th_PID
## thinking_PIDc 0.1407496 -0.095
## meaning_PIDc 0.2229445 -0.039 -0.437
## Residual 0.9025539
##
## Fixed effects: proud ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.123802 0.14574017 2670 28.295579 0.0000
## OFTP_c 0.194375 0.07900710 191 2.460217 0.0148
## thinking_day.grandc 0.309660 0.08418187 191 3.678470 0.0003
## meaning_day.grandc 0.530338 0.08751532 191 6.059939 0.0000
## thinking_PIDc -0.032257 0.01877694 2670 -1.717896 0.0859
## meaning_PIDc 0.169230 0.02544589 2670 6.650566 0.0000
## age_c 0.013066 0.00827278 191 1.579375 0.1159
## edu_c -0.191587 0.10722173 191 -1.786829 0.0756
## sex_bin -0.500605 0.18165344 191 -2.755826 0.0064
## race_bin 0.342764 0.18467305 191 1.856058 0.0650
## work_bin 0.042734 0.19733933 191 0.216550 0.8288
## inc_c 0.109758 0.07934193 191 1.383351 0.1682
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID mn_PID age_c edu_c
## OFTP_c 0.060
## thinking_day.grandc 0.006 0.044
## meaning_day.grandc -0.057 -0.432 -0.539
## thinking_PIDc -0.027 -0.001 0.004 -0.006
## meaning_PIDc -0.017 -0.002 0.001 0.006 -0.419
## age_c 0.036 0.471 0.029 -0.375 0.002 0.000
## edu_c -0.063 -0.028 -0.075 -0.011 0.001 0.000 0.078
## sex_bin -0.513 -0.049 -0.094 0.135 -0.004 -0.001 -0.183 0.006
## race_bin -0.440 -0.029 -0.009 -0.069 -0.001 0.005 0.188 -0.043
## work_bin -0.431 0.018 0.128 0.007 0.000 0.004 -0.027 0.220
## inc_c -0.096 -0.065 -0.123 0.050 0.003 -0.002 -0.122 -0.323
## sex_bn rac_bn wrk_bn
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.040
## work_bin 0.048 -0.017
## inc_c 0.152 0.007 0.016
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.42873701 -0.47037837 0.01525687 0.52086714 4.45380439
##
## Number of Observations: 2873
## Number of Groups: 201#proud mod2
opmod2 <- lme(proud ~ OFTP_c*thinking_day.grandc + OFTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc + OFTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(opmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8558.884 8672.242 -4260.442
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2312012 (Intr) th_PID
## thinking_PIDc 0.1433176 -0.044
## meaning_PIDc 0.2275094 -0.066 -0.486
## Residual 0.9018829
##
## Fixed effects: proud ~ OFTP_c * thinking_day.grandc + OFTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc + OFTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 4.024861 0.10296807 2686 39.08844
## OFTP_c 0.147638 0.07252360 196 2.03573
## thinking_day.grandc 0.297102 0.08755505 196 3.39332
## meaning_day.grandc 0.602959 0.09371392 196 6.43404
## thinking_PIDc -0.036052 0.01891316 2686 -1.90618
## meaning_PIDc 0.184721 0.02615422 2686 7.06277
## OFTP_c:thinking_day.grandc 0.004306 0.06836201 196 0.06298
## OFTP_c:meaning_day.grandc 0.045961 0.05009103 196 0.91754
## thinking_day.grandc:meaning_day.grandc -0.017612 0.04833691 196 -0.36436
## OFTP_c:thinking_PIDc 0.003580 0.01274850 2686 0.28079
## OFTP_c:meaning_PIDc 0.027055 0.01851385 2686 1.46131
## thinking_PIDc:meaning_PIDc 0.029939 0.01094308 2686 2.73589
## p-value
## (Intercept) 0.0000
## OFTP_c 0.0431
## thinking_day.grandc 0.0008
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0567
## meaning_PIDc 0.0000
## OFTP_c:thinking_day.grandc 0.9498
## OFTP_c:meaning_day.grandc 0.3600
## thinking_day.grandc:meaning_day.grandc 0.7160
## OFTP_c:thinking_PIDc 0.7789
## OFTP_c:meaning_PIDc 0.1440
## thinking_PIDc:meaning_PIDc 0.0063
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.046
## thinking_day.grandc 0.117 -0.011
## meaning_day.grandc -0.243 -0.289 -0.606
## thinking_PIDc -0.014 0.002 -0.001 -0.003
## meaning_PIDc -0.058 -0.011 0.001 0.015 -0.444
## OFTP_c:thinking_day.grandc 0.076 0.254 -0.117 -0.053 0.002
## OFTP_c:meaning_day.grandc -0.141 -0.086 0.145 0.027 -0.005
## thinking_day.grandc:meaning_day.grandc -0.436 -0.111 -0.257 0.450 0.002
## OFTP_c:thinking_PIDc 0.004 -0.023 0.002 -0.002 -0.022
## OFTP_c:meaning_PIDc -0.007 -0.041 -0.003 0.010 -0.019
## thinking_PIDc:meaning_PIDc -0.092 -0.026 0.000 0.028 -0.074
## mn_PID OFTP_c:t_. OFTP_c:m_. t_.:_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc -0.009
## OFTP_c:meaning_day.grandc 0.013 -0.598
## thinking_day.grandc:meaning_day.grandc 0.012 -0.242 -0.099
## OFTP_c:thinking_PIDc -0.018 0.000 -0.005 0.000
## OFTP_c:meaning_PIDc 0.077 -0.002 0.007 0.000
## thinking_PIDc:meaning_PIDc 0.200 -0.017 0.023 0.027
## OFTP_c:t_PID OFTP_c:m_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc -0.403
## thinking_PIDc:meaning_PIDc -0.036 0.052
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.54534204 -0.46747425 0.01450402 0.51887620 4.30717794
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
opmod2c <- lme(proud ~ OFTP_c*thinking_day.grandc + OFTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc + OFTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(opmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8507.582 8656.502 -4228.791
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2036916 (Intr) th_PID
## thinking_PIDc 0.1444675 -0.106
## meaning_PIDc 0.2269057 -0.017 -0.479
## Residual 0.9008904
##
## Fixed effects: proud ~ OFTP_c * thinking_day.grandc + OFTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc + OFTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 4.098905 0.15106978 2667 27.132531
## OFTP_c 0.194907 0.08231774 188 2.367741
## thinking_day.grandc 0.316052 0.08946773 188 3.532582
## meaning_day.grandc 0.536092 0.09783127 188 5.479761
## thinking_PIDc -0.037366 0.01900665 2667 -1.965926
## meaning_PIDc 0.187482 0.02623636 2667 7.145881
## age_c 0.014049 0.00836874 188 1.678780
## edu_c -0.194017 0.10792611 188 -1.797683
## sex_bin -0.516182 0.18289630 188 -2.822266
## race_bin 0.323744 0.18738995 188 1.727651
## work_bin 0.028043 0.20464624 188 0.137029
## inc_c 0.107498 0.07973935 188 1.348115
## OFTP_c:thinking_day.grandc -0.001320 0.06847404 188 -0.019279
## OFTP_c:meaning_day.grandc 0.045737 0.05061208 188 0.903687
## thinking_day.grandc:meaning_day.grandc -0.010266 0.04883864 188 -0.210205
## OFTP_c:thinking_PIDc 0.003157 0.01282185 2667 0.246201
## OFTP_c:meaning_PIDc 0.028440 0.01858466 2667 1.530317
## thinking_PIDc:meaning_PIDc 0.031295 0.01095965 2667 2.855480
## p-value
## (Intercept) 0.0000
## OFTP_c 0.0189
## thinking_day.grandc 0.0005
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0494
## meaning_PIDc 0.0000
## age_c 0.0949
## edu_c 0.0738
## sex_bin 0.0053
## race_bin 0.0857
## work_bin 0.8912
## inc_c 0.1792
## OFTP_c:thinking_day.grandc 0.9846
## OFTP_c:meaning_day.grandc 0.3673
## thinking_day.grandc:meaning_day.grandc 0.8337
## OFTP_c:thinking_PIDc 0.8055
## OFTP_c:meaning_PIDc 0.1261
## thinking_PIDc:meaning_PIDc 0.0043
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.046
## thinking_day.grandc 0.087 0.020
## meaning_day.grandc -0.155 -0.380 -0.588
## thinking_PIDc -0.026 0.002 0.002 -0.005
## meaning_PIDc -0.023 -0.008 0.000 0.012 -0.442
## age_c 0.012 0.459 0.001 -0.287 0.001
## edu_c -0.039 -0.041 -0.041 -0.044 0.001
## sex_bin -0.505 -0.029 -0.110 0.131 -0.002
## race_bin -0.408 -0.034 0.003 -0.096 -0.002
## work_bin -0.362 0.021 0.163 -0.088 -0.002
## inc_c -0.107 -0.048 -0.137 0.062 0.005
## OFTP_c:thinking_day.grandc -0.037 0.236 -0.086 -0.069 0.002
## OFTP_c:meaning_day.grandc 0.046 -0.045 0.107 0.030 -0.008
## thinking_day.grandc:meaning_day.grandc -0.226 -0.072 -0.288 0.429 0.006
## OFTP_c:thinking_PIDc 0.001 -0.046 0.003 -0.003 -0.015
## OFTP_c:meaning_PIDc -0.005 -0.013 -0.002 0.008 -0.022
## thinking_PIDc:meaning_PIDc -0.067 -0.022 0.006 0.021 -0.076
## mn_PID age_c edu_c sex_bn rac_bn
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.002
## edu_c 0.000 0.068
## sex_bin -0.004 -0.181 -0.002
## race_bin 0.006 0.164 -0.037 -0.034
## work_bin 0.005 -0.060 0.225 0.052 0.020
## inc_c -0.005 -0.118 -0.328 0.158 0.008
## OFTP_c:thinking_day.grandc -0.008 -0.015 -0.048 0.086 0.049
## OFTP_c:meaning_day.grandc 0.012 0.081 0.021 -0.078 -0.132
## thinking_day.grandc:meaning_day.grandc 0.008 0.079 -0.063 0.020 -0.051
## OFTP_c:thinking_PIDc -0.022 -0.001 -0.005 0.004 0.001
## OFTP_c:meaning_PIDc 0.086 0.000 0.001 -0.003 0.003
## thinking_PIDc:meaning_PIDc 0.200 0.006 0.002 -0.015 0.016
## wrk_bn inc_c OFTP_c:t_. OFTP_c:m_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.013
## OFTP_c:thinking_day.grandc 0.107 0.063
## OFTP_c:meaning_day.grandc -0.160 -0.049 -0.610
## thinking_day.grandc:meaning_day.grandc -0.185 0.032 -0.264 -0.043
## OFTP_c:thinking_PIDc -0.003 -0.002 0.003 -0.009
## OFTP_c:meaning_PIDc 0.003 0.002 -0.005 0.007
## thinking_PIDc:meaning_PIDc 0.012 -0.010 -0.019 0.022
## t_.:_. OFTP_c:t_PID OFTP_c:m_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc 0.001
## OFTP_c:meaning_PIDc 0.001 -0.401
## thinking_PIDc:meaning_PIDc 0.025 -0.038 0.054
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.549064324 -0.456646569 0.007872658 0.517761342 4.340075204
##
## Number of Observations: 2873
## Number of Groups: 201#proud mod3
opmod3 <- lme(proud ~ OFTP_c*thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(opmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8575.138 8700.415 -4266.569
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2325636 (Intr) th_PID
## thinking_PIDc 0.1441548 -0.040
## meaning_PIDc 0.2263378 -0.072 -0.481
## Residual 0.9020189
##
## Fixed effects: proud ~ OFTP_c * thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF
## (Intercept) 4.033551 0.10369065 2685
## OFTP_c 0.177915 0.08355001 195
## thinking_day.grandc 0.306785 0.08867964 195
## meaning_day.grandc 0.606405 0.09411293 195
## thinking_PIDc -0.035456 0.01897167 2685
## meaning_PIDc 0.183880 0.02614516 2685
## OFTP_c:thinking_day.grandc 0.016133 0.07030475 195
## OFTP_c:meaning_day.grandc 0.018756 0.06436560 195
## thinking_day.grandc:meaning_day.grandc -0.018886 0.04839501 195
## OFTP_c:thinking_PIDc 0.003667 0.01278329 2685
## OFTP_c:meaning_PIDc 0.024708 0.01893814 2685
## thinking_PIDc:meaning_PIDc 0.029820 0.01094653 2685
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.020554 0.03091479 195
## OFTP_c:thinking_PIDc:meaning_PIDc -0.004223 0.00801211 2685
## t-value p-value
## (Intercept) 38.89985 0.0000
## OFTP_c 2.12945 0.0345
## thinking_day.grandc 3.45947 0.0007
## meaning_day.grandc 6.44338 0.0000
## thinking_PIDc -1.86890 0.0617
## meaning_PIDc 7.03306 0.0000
## OFTP_c:thinking_day.grandc 0.22947 0.8187
## OFTP_c:meaning_day.grandc 0.29140 0.7711
## thinking_day.grandc:meaning_day.grandc -0.39025 0.6968
## OFTP_c:thinking_PIDc 0.28685 0.7743
## OFTP_c:meaning_PIDc 1.30466 0.1921
## thinking_PIDc:meaning_PIDc 2.72411 0.0065
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.66486 0.5069
## OFTP_c:thinking_PIDc:meaning_PIDc -0.52712 0.5982
## Correlation:
## (Intr) OFTP_c thnk_. mnng_.
## OFTP_c 0.094
## thinking_day.grandc 0.132 0.066
## meaning_day.grandc -0.232 -0.214 -0.585
## thinking_PIDc -0.011 0.006 0.000 -0.003
## meaning_PIDc -0.061 -0.015 0.001 0.016
## OFTP_c:thinking_day.grandc 0.099 0.328 -0.078 -0.034
## OFTP_c:meaning_day.grandc -0.177 -0.366 0.016 -0.028
## thinking_day.grandc:meaning_day.grandc -0.435 -0.107 -0.257 0.447
## OFTP_c:thinking_PIDc 0.004 -0.019 0.001 -0.003
## OFTP_c:meaning_PIDc -0.013 -0.064 -0.007 0.012
## thinking_PIDc:meaning_PIDc -0.092 -0.023 -0.001 0.028
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.108 -0.490 -0.153 -0.078
## OFTP_c:thinking_PIDc:meaning_PIDc -0.019 -0.096 -0.012 0.016
## th_PID mn_PID OFTP_c:t_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc -0.444
## OFTP_c:thinking_day.grandc 0.003 -0.010
## OFTP_c:meaning_day.grandc -0.005 0.013 -0.597
## thinking_day.grandc:meaning_day.grandc 0.002 0.012 -0.240
## OFTP_c:thinking_PIDc -0.020 -0.020 -0.001
## OFTP_c:meaning_PIDc -0.028 0.088 -0.011
## thinking_PIDc:meaning_PIDc -0.075 0.201 -0.017
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.002 0.003 -0.229
## OFTP_c:thinking_PIDc:meaning_PIDc -0.043 0.058 -0.027
## OFTP_c:m_. t_.:_. OFTP_c:t_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc -0.063
## OFTP_c:thinking_PIDc -0.001 0.000
## OFTP_c:meaning_PIDc 0.022 0.001 -0.396
## thinking_PIDc:meaning_PIDc 0.018 0.027 -0.036
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.627 0.021 0.004
## OFTP_c:thinking_PIDc:meaning_PIDc 0.038 0.002 -0.022
## OFTP_c:m_PID t_PID: OFTP_:_.:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc 0.054
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.024 0.001
## OFTP_c:thinking_PIDc:meaning_PIDc 0.220 0.010 0.050
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.53305859 -0.46500556 0.01350571 0.51658134 4.29363638
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
opmod3c <- lme(proud ~ OFTP_c*thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(opmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8523.985 8684.8 -4234.992
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2053477 (Intr) th_PID
## thinking_PIDc 0.1452173 -0.100
## meaning_PIDc 0.2259648 -0.024 -0.475
## Residual 0.9010222
##
## Fixed effects: proud ~ OFTP_c * thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF
## (Intercept) 4.110829 0.15233788 2666
## OFTP_c 0.223248 0.09268586 187
## thinking_day.grandc 0.324869 0.09053548 187
## meaning_day.grandc 0.538680 0.09820785 187
## thinking_PIDc -0.036809 0.01906435 2666
## meaning_PIDc 0.186685 0.02624241 2666
## age_c 0.013997 0.00838005 187
## edu_c -0.195611 0.10812966 187
## sex_bin -0.513861 0.18315015 187
## race_bin 0.321460 0.18771073 187
## work_bin 0.017238 0.20547365 187
## inc_c 0.108968 0.07994175 187
## OFTP_c:thinking_day.grandc 0.010295 0.07063213 187
## OFTP_c:meaning_day.grandc 0.020868 0.06454237 187
## thinking_day.grandc:meaning_day.grandc -0.011721 0.04891485 187
## OFTP_c:thinking_PIDc 0.003222 0.01285472 2666
## OFTP_c:meaning_PIDc 0.026420 0.01902322 2666
## thinking_PIDc:meaning_PIDc 0.031117 0.01096462 2666
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.018824 0.03065890 187
## OFTP_c:thinking_PIDc:meaning_PIDc -0.003624 0.00802272 2666
## t-value p-value
## (Intercept) 26.984941 0.0000
## OFTP_c 2.408653 0.0170
## thinking_day.grandc 3.588306 0.0004
## meaning_day.grandc 5.485105 0.0000
## thinking_PIDc -1.930759 0.0536
## meaning_PIDc 7.113878 0.0000
## age_c 1.670304 0.0965
## edu_c -1.809041 0.0721
## sex_bin -2.805680 0.0056
## race_bin 1.712527 0.0885
## work_bin 0.083894 0.9332
## inc_c 1.363089 0.1745
## OFTP_c:thinking_day.grandc 0.145755 0.8843
## OFTP_c:meaning_day.grandc 0.323324 0.7468
## thinking_day.grandc:meaning_day.grandc -0.239611 0.8109
## OFTP_c:thinking_PIDc 0.250623 0.8021
## OFTP_c:meaning_PIDc 1.388826 0.1650
## thinking_PIDc:meaning_PIDc 2.837969 0.0046
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.613971 0.5400
## OFTP_c:thinking_PIDc:meaning_PIDc -0.451728 0.6515
## Correlation:
## (Intr) OFTP_c thnk_. mnng_.
## OFTP_c 0.095
## thinking_day.grandc 0.103 0.083
## meaning_day.grandc -0.146 -0.308 -0.571
## thinking_PIDc -0.023 0.006 0.002 -0.005
## meaning_PIDc -0.027 -0.014 -0.001 0.013
## age_c 0.011 0.406 0.000 -0.287
## edu_c -0.042 -0.051 -0.045 -0.046
## sex_bin -0.501 -0.023 -0.108 0.131
## race_bin -0.408 -0.043 -0.001 -0.097
## work_bin -0.367 -0.015 0.150 -0.092
## inc_c -0.101 -0.023 -0.129 0.065
## OFTP_c:thinking_day.grandc -0.007 0.313 -0.048 -0.051
## OFTP_c:meaning_day.grandc -0.037 -0.311 -0.006 -0.018
## thinking_day.grandc:meaning_day.grandc -0.227 -0.074 -0.288 0.427
## OFTP_c:thinking_PIDc 0.001 -0.039 0.002 -0.004
## OFTP_c:meaning_PIDc -0.010 -0.040 -0.007 0.011
## thinking_PIDc:meaning_PIDc -0.067 -0.023 0.005 0.021
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.118 -0.452 -0.144 -0.067
## OFTP_c:thinking_PIDc:meaning_PIDc -0.016 -0.092 -0.015 0.017
## th_PID mn_PID age_c edu_c
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc -0.442
## age_c 0.001 0.002
## edu_c 0.001 0.001 0.068
## sex_bin -0.002 -0.005 -0.181 -0.002
## race_bin -0.002 0.007 0.164 -0.036
## work_bin -0.002 0.005 -0.059 0.226
## inc_c 0.004 -0.004 -0.118 -0.328
## OFTP_c:thinking_day.grandc 0.004 -0.010 -0.016 -0.054
## OFTP_c:meaning_day.grandc -0.009 0.013 0.067 0.036
## thinking_day.grandc:meaning_day.grandc 0.006 0.009 0.079 -0.062
## OFTP_c:thinking_PIDc -0.014 -0.023 -0.001 -0.005
## OFTP_c:meaning_PIDc -0.032 0.097 0.000 0.002
## thinking_PIDc:meaning_PIDc -0.077 0.201 0.006 0.003
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.004 0.006 0.006 0.032
## OFTP_c:thinking_PIDc:meaning_PIDc -0.045 0.060 0.001 0.003
## sex_bn rac_bn wrk_bn inc_c
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.034
## work_bin 0.051 0.022
## inc_c 0.158 0.007 0.010
## OFTP_c:thinking_day.grandc 0.085 0.041 0.086 0.072
## OFTP_c:meaning_day.grandc -0.065 -0.088 -0.080 -0.067
## thinking_day.grandc:meaning_day.grandc 0.020 -0.051 -0.183 0.031
## OFTP_c:thinking_PIDc 0.004 0.001 -0.003 -0.002
## OFTP_c:meaning_PIDc -0.005 0.005 0.005 0.004
## thinking_PIDc:meaning_PIDc -0.015 0.016 0.013 -0.010
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.006 0.026 0.073 -0.046
## OFTP_c:thinking_PIDc:meaning_PIDc -0.009 0.007 0.009 0.012
## OFTP_c:t_. OFTP_c:m_. t_.:_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc -0.613
## thinking_day.grandc:meaning_day.grandc -0.262 -0.020
## OFTP_c:thinking_PIDc 0.002 -0.004 0.001
## OFTP_c:meaning_PIDc -0.014 0.021 0.001
## thinking_PIDc:meaning_PIDc -0.020 0.021 0.025
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.240 0.619 0.022
## OFTP_c:thinking_PIDc:meaning_PIDc -0.028 0.036 0.003
## OFTP_c:t_PID OFTP_c:m_PID t_PID:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc -0.395
## thinking_PIDc:meaning_PIDc -0.039 0.056
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.004 0.024 0.005
## OFTP_c:thinking_PIDc:meaning_PIDc -0.024 0.221 0.015
## OFTP_:_.:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## OFTP_c:thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc:meaning_PIDc 0.054
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.538529563 -0.453877890 0.006096994 0.516342715 4.328609019
##
## Number of Observations: 2873
## Number of Groups: 201#CALM mod1
ocmod1 <- lme(calm ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ocmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9011.725 9089.313 -4492.862
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.9909041 (Intr) th_PID
## thinking_PIDc 0.0759881 0.414
## meaning_PIDc 0.2355275 -0.146 0.106
## Residual 1.0114162
##
## Fixed effects: calm ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 5.247569 0.07215724 2689 72.72409 0.0000
## OFTP_c 0.210815 0.05661600 199 3.72360 0.0003
## thinking_day.grandc -0.134329 0.06745904 199 -1.99127 0.0478
## meaning_day.grandc 0.342171 0.06686413 199 5.11741 0.0000
## thinking_PIDc -0.123302 0.01738147 2689 -7.09387 0.0000
## meaning_PIDc 0.091984 0.02743557 2689 3.35271 0.0008
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.026
## thinking_day.grandc 0.001 0.005
## meaning_day.grandc -0.007 -0.314 -0.573
## thinking_PIDc 0.123 0.003 -0.022 0.021
## meaning_PIDc -0.085 0.001 0.016 -0.002 -0.259
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.8390775 -0.4325937 0.1046085 0.5426392 4.4956366
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
ocmod1c <- lme(calm ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ocmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8973.816 9087.035 -4467.908
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.97662337 (Intr) th_PID
## thinking_PIDc 0.07535309 0.446
## meaning_PIDc 0.23675444 -0.185 0.118
## Residual 1.01269470
##
## Fixed effects: calm ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.180450 0.11979935 2670 43.24272 0.0000
## OFTP_c 0.308284 0.06462387 191 4.77043 0.0000
## thinking_day.grandc -0.127968 0.06890630 191 -1.85713 0.0648
## meaning_day.grandc 0.244051 0.07157949 191 3.40951 0.0008
## thinking_PIDc -0.123597 0.01741451 2670 -7.09733 0.0000
## meaning_PIDc 0.093942 0.02761262 2670 3.40215 0.0007
## age_c 0.024185 0.00679048 191 3.56168 0.0005
## edu_c 0.023990 0.08770013 191 0.27355 0.7847
## sex_bin -0.085882 0.14881316 191 -0.57711 0.5645
## race_bin 0.306669 0.15120990 191 2.02810 0.0439
## work_bin -0.006579 0.16148710 191 -0.04074 0.9675
## inc_c -0.010305 0.06490841 191 -0.15877 0.8740
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID mn_PID age_c edu_c
## OFTP_c 0.060
## thinking_day.grandc 0.006 0.045
## meaning_day.grandc -0.057 -0.435 -0.536
## thinking_PIDc 0.061 -0.001 -0.020 0.024
## meaning_PIDc -0.057 0.001 0.016 -0.001 -0.255
## age_c 0.036 0.471 0.030 -0.376 -0.008 0.001
## edu_c -0.063 -0.027 -0.076 -0.010 0.007 -0.005 0.078
## sex_bin -0.511 -0.049 -0.095 0.138 0.013 -0.008 -0.183 0.006
## race_bin -0.439 -0.028 -0.009 -0.072 0.010 -0.002 0.189 -0.044
## work_bin -0.430 0.016 0.128 0.009 0.016 -0.006 -0.027 0.220
## inc_c -0.097 -0.069 -0.122 0.050 -0.020 0.013 -0.123 -0.322
## sex_bn rac_bn wrk_bn
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.040
## work_bin 0.049 -0.017
## inc_c 0.151 0.010 0.016
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.85982371 -0.42847010 0.09919235 0.53837754 4.49597696
##
## Number of Observations: 2873
## Number of Groups: 201#calm mod2
ocmod2 <- lme(calm ~ OFTP_c*thinking_day.grandc + OFTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc + OFTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ocmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9042.376 9155.734 -4502.188
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.96497823 (Intr) th_PID
## thinking_PIDc 0.07358294 0.332
## meaning_PIDc 0.23297260 -0.105 0.146
## Residual 1.01163243
##
## Fixed effects: calm ~ OFTP_c * thinking_day.grandc + OFTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc + OFTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 5.152479 0.08243812 2686 62.50118
## OFTP_c 0.207969 0.05794556 196 3.58904
## thinking_day.grandc -0.206603 0.06969261 196 -2.96448
## meaning_day.grandc 0.449453 0.07458844 196 6.02577
## thinking_PIDc -0.124348 0.01743889 2686 -7.13050
## meaning_PIDc 0.087260 0.02800976 2686 3.11536
## OFTP_c:thinking_day.grandc -0.005188 0.05439380 196 -0.09537
## OFTP_c:meaning_day.grandc -0.061629 0.03976606 196 -1.54980
## thinking_day.grandc:meaning_day.grandc 0.128900 0.03856076 196 3.34276
## OFTP_c:thinking_PIDc 0.014757 0.01130590 2686 1.30527
## OFTP_c:meaning_PIDc -0.026599 0.01981401 2686 -1.34242
## thinking_PIDc:meaning_PIDc -0.005484 0.01206069 2686 -0.45469
## p-value
## (Intercept) 0.0000
## OFTP_c 0.0004
## thinking_day.grandc 0.0034
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0019
## OFTP_c:thinking_day.grandc 0.9241
## OFTP_c:meaning_day.grandc 0.1228
## thinking_day.grandc:meaning_day.grandc 0.0010
## OFTP_c:thinking_PIDc 0.1919
## OFTP_c:meaning_PIDc 0.1796
## thinking_PIDc:meaning_PIDc 0.6494
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.047
## thinking_day.grandc 0.119 -0.011
## meaning_day.grandc -0.243 -0.291 -0.605
## thinking_PIDc 0.093 0.003 -0.009 0.006
## meaning_PIDc -0.078 -0.011 0.006 0.009 -0.267
## OFTP_c:thinking_day.grandc 0.077 0.254 -0.118 -0.054 -0.003
## OFTP_c:meaning_day.grandc -0.140 -0.085 0.146 0.025 0.019
## thinking_day.grandc:meaning_day.grandc -0.434 -0.113 -0.257 0.452 -0.015
## OFTP_c:thinking_PIDc 0.005 0.091 -0.008 0.012 -0.043
## OFTP_c:meaning_PIDc -0.010 -0.054 -0.002 0.003 -0.034
## thinking_PIDc:meaning_PIDc -0.121 -0.032 -0.017 0.038 -0.092
## mn_PID OFTP_c:t_. OFTP_c:m_. t_.:_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc -0.006
## OFTP_c:meaning_day.grandc 0.002 -0.597
## thinking_day.grandc:meaning_day.grandc 0.013 -0.244 -0.099
## OFTP_c:thinking_PIDc -0.028 -0.012 0.019 -0.003
## OFTP_c:meaning_PIDc 0.094 0.008 0.000 0.001
## thinking_PIDc:meaning_PIDc 0.206 -0.018 0.017 0.033
## OFTP_c:t_PID OFTP_c:m_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc -0.196
## thinking_PIDc:meaning_PIDc -0.048 0.057
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.87284685 -0.42839011 0.09721231 0.54298486 4.54768085
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
ocmod2c <- lme(calm ~ OFTP_c*thinking_day.grandc + OFTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc + OFTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ocmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9002.93 9151.851 -4476.465
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.94448672 (Intr) th_PID
## thinking_PIDc 0.07328796 0.354
## meaning_PIDc 0.23467679 -0.138 0.153
## Residual 1.01287854
##
## Fixed effects: calm ~ OFTP_c * thinking_day.grandc + OFTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc + OFTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 5.084934 0.12078196 2667 42.10011
## OFTP_c 0.311524 0.06578513 188 4.73548
## thinking_day.grandc -0.215411 0.07123898 188 -3.02378
## meaning_day.grandc 0.363827 0.07791842 188 4.66933
## thinking_PIDc -0.124800 0.01748947 2667 -7.13571
## meaning_PIDc 0.089607 0.02824197 2667 3.17283
## age_c 0.025386 0.00667810 188 3.80143
## edu_c 0.002636 0.08592638 188 0.03068
## sex_bin -0.060085 0.14574665 188 -0.41226
## race_bin 0.293190 0.14929273 188 1.96386
## work_bin -0.088086 0.16300949 188 -0.54038
## inc_c 0.002174 0.06349579 188 0.03424
## OFTP_c:thinking_day.grandc -0.003816 0.05452870 188 -0.06998
## OFTP_c:meaning_day.grandc -0.056183 0.04023879 188 -1.39624
## thinking_day.grandc:meaning_day.grandc 0.140437 0.03899999 188 3.60095
## OFTP_c:thinking_PIDc 0.014545 0.01133274 2667 1.28345
## OFTP_c:meaning_PIDc -0.025259 0.01999283 2667 -1.26340
## thinking_PIDc:meaning_PIDc -0.005004 0.01212263 2667 -0.41281
## p-value
## (Intercept) 0.0000
## OFTP_c 0.0000
## thinking_day.grandc 0.0028
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0000
## meaning_PIDc 0.0015
## age_c 0.0002
## edu_c 0.9756
## sex_bin 0.6806
## race_bin 0.0510
## work_bin 0.5896
## inc_c 0.9727
## OFTP_c:thinking_day.grandc 0.9443
## OFTP_c:meaning_day.grandc 0.1643
## thinking_day.grandc:meaning_day.grandc 0.0004
## OFTP_c:thinking_PIDc 0.1994
## OFTP_c:meaning_PIDc 0.2066
## thinking_PIDc:meaning_PIDc 0.6798
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.047
## thinking_day.grandc 0.088 0.020
## meaning_day.grandc -0.156 -0.380 -0.587
## thinking_PIDc 0.057 0.002 -0.007 0.007
## meaning_PIDc -0.060 -0.012 0.006 0.011 -0.265
## age_c 0.012 0.457 0.001 -0.286 -0.006
## edu_c -0.039 -0.042 -0.041 -0.042 0.005
## sex_bin -0.504 -0.030 -0.110 0.133 0.010
## race_bin -0.408 -0.034 0.002 -0.097 0.003
## work_bin -0.361 0.021 0.164 -0.088 0.010
## inc_c -0.106 -0.048 -0.136 0.061 -0.015
## OFTP_c:thinking_day.grandc -0.037 0.236 -0.087 -0.070 -0.001
## OFTP_c:meaning_day.grandc 0.047 -0.044 0.107 0.029 0.017
## thinking_day.grandc:meaning_day.grandc -0.225 -0.072 -0.287 0.430 -0.019
## OFTP_c:thinking_PIDc 0.008 0.087 -0.008 0.009 -0.038
## OFTP_c:meaning_PIDc -0.010 -0.065 -0.002 0.006 -0.035
## thinking_PIDc:meaning_PIDc -0.090 -0.029 -0.013 0.033 -0.094
## mn_PID age_c edu_c sex_bn rac_bn
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.003
## edu_c -0.002 0.068
## sex_bin -0.008 -0.180 -0.002
## race_bin 0.002 0.163 -0.037 -0.034
## work_bin -0.005 -0.060 0.225 0.052 0.021
## inc_c 0.007 -0.119 -0.327 0.157 0.010
## OFTP_c:thinking_day.grandc -0.009 -0.016 -0.050 0.086 0.051
## OFTP_c:meaning_day.grandc 0.006 0.081 0.022 -0.078 -0.134
## thinking_day.grandc:meaning_day.grandc 0.017 0.081 -0.062 0.021 -0.052
## OFTP_c:thinking_PIDc -0.030 0.005 -0.001 -0.008 -0.002
## OFTP_c:meaning_PIDc 0.103 -0.004 0.006 -0.001 0.005
## thinking_PIDc:meaning_PIDc 0.205 0.007 0.008 -0.011 0.021
## wrk_bn inc_c OFTP_c:t_. OFTP_c:m_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.014
## OFTP_c:thinking_day.grandc 0.106 0.064
## OFTP_c:meaning_day.grandc -0.160 -0.049 -0.609
## thinking_day.grandc:meaning_day.grandc -0.186 0.030 -0.266 -0.044
## OFTP_c:thinking_PIDc 0.003 0.013 -0.012 0.020
## OFTP_c:meaning_PIDc 0.001 -0.008 0.008 0.000
## thinking_PIDc:meaning_PIDc 0.009 -0.014 -0.018 0.014
## t_.:_. OFTP_c:t_PID OFTP_c:m_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc -0.003
## OFTP_c:meaning_PIDc 0.000 -0.194
## thinking_PIDc:meaning_PIDc 0.030 -0.050 0.057
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.87233701 -0.43037248 0.09913063 0.54524165 4.54862786
##
## Number of Observations: 2873
## Number of Groups: 201#calm mod3
ocmod3 <- lme(calm ~ OFTP_c*thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ocmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9059.026 9184.303 -4508.513
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.96654852 (Intr) th_PID
## thinking_PIDc 0.07518077 0.334
## meaning_PIDc 0.23302197 -0.107 0.143
## Residual 1.01165370
##
## Fixed effects: calm ~ OFTP_c * thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF
## (Intercept) 5.146667 0.08307030 2685
## OFTP_c 0.186195 0.06690212 195
## thinking_day.grandc -0.214103 0.07061678 195
## meaning_day.grandc 0.444596 0.07493165 195
## thinking_PIDc -0.124220 0.01752264 2685
## meaning_PIDc 0.086941 0.02807412 2685
## OFTP_c:thinking_day.grandc -0.013778 0.05599488 195
## OFTP_c:meaning_day.grandc -0.038997 0.05121121 195
## thinking_day.grandc:meaning_day.grandc 0.129211 0.03861941 195
## OFTP_c:thinking_PIDc 0.014712 0.01134907 2685
## OFTP_c:meaning_PIDc -0.027352 0.02026153 2685
## thinking_PIDc:meaning_PIDc -0.005504 0.01206844 2685
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.017555 0.02462721 195
## OFTP_c:thinking_PIDc:meaning_PIDc -0.001592 0.00878712 2685
## t-value p-value
## (Intercept) 61.95556 0.0000
## OFTP_c 2.78309 0.0059
## thinking_day.grandc -3.03189 0.0028
## meaning_day.grandc 5.93336 0.0000
## thinking_PIDc -7.08909 0.0000
## meaning_PIDc 3.09685 0.0020
## OFTP_c:thinking_day.grandc -0.24606 0.8059
## OFTP_c:meaning_day.grandc -0.76148 0.4473
## thinking_day.grandc:meaning_day.grandc 3.34574 0.0010
## OFTP_c:thinking_PIDc 1.29636 0.1950
## OFTP_c:meaning_PIDc -1.34993 0.1772
## thinking_PIDc:meaning_PIDc -0.45605 0.6484
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.71281 0.4768
## OFTP_c:thinking_PIDc:meaning_PIDc -0.18118 0.8562
## Correlation:
## (Intr) OFTP_c thnk_. mnng_.
## OFTP_c 0.096
## thinking_day.grandc 0.133 0.066
## meaning_day.grandc -0.232 -0.214 -0.584
## thinking_PIDc 0.095 0.008 -0.009 0.005
## meaning_PIDc -0.080 -0.017 0.006 0.010
## OFTP_c:thinking_day.grandc 0.100 0.330 -0.078 -0.034
## OFTP_c:meaning_day.grandc -0.177 -0.366 0.016 -0.030
## thinking_day.grandc:meaning_day.grandc -0.433 -0.108 -0.257 0.449
## OFTP_c:thinking_PIDc 0.005 0.082 -0.008 0.012
## OFTP_c:meaning_PIDc -0.016 -0.073 -0.005 0.007
## thinking_PIDc:meaning_PIDc -0.121 -0.031 -0.018 0.038
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.109 -0.488 -0.154 -0.079
## OFTP_c:thinking_PIDc:meaning_PIDc -0.030 -0.125 -0.013 0.017
## th_PID mn_PID OFTP_c:t_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc -0.270
## OFTP_c:thinking_day.grandc -0.001 -0.008
## OFTP_c:meaning_day.grandc 0.014 0.004 -0.596
## thinking_day.grandc:meaning_day.grandc -0.016 0.014 -0.242
## OFTP_c:thinking_PIDc -0.041 -0.029 -0.011
## OFTP_c:meaning_PIDc -0.045 0.105 -0.002
## thinking_PIDc:meaning_PIDc -0.092 0.206 -0.018
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.001 0.002 -0.230
## OFTP_c:thinking_PIDc:meaning_PIDc -0.060 0.062 -0.048
## OFTP_c:m_. t_.:_. OFTP_c:t_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc -0.065
## OFTP_c:thinking_PIDc 0.015 -0.003
## OFTP_c:meaning_PIDc 0.012 0.002 -0.196
## thinking_PIDc:meaning_PIDc 0.016 0.033 -0.048
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.629 0.020 0.001
## OFTP_c:thinking_PIDc:meaning_PIDc 0.058 0.008 -0.016
## OFTP_c:m_PID t_PID: OFTP_:_.:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc 0.058
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.012 0.004
## OFTP_c:thinking_PIDc:meaning_PIDc 0.207 0.014 0.059
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.87302933 -0.42552698 0.09828467 0.54191472 4.54771382
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
ocmod3c <- lme(calm ~ OFTP_c*thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ocmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9019.511 9180.326 -4482.755
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.94594931 (Intr) th_PID
## thinking_PIDc 0.07496604 0.357
## meaning_PIDc 0.23474529 -0.141 0.150
## Residual 1.01288809
##
## Fixed effects: calm ~ OFTP_c * thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF
## (Intercept) 5.074565 0.12178530 2666
## OFTP_c 0.287794 0.07421729 187
## thinking_day.grandc -0.223009 0.07207376 187
## meaning_day.grandc 0.358981 0.07820335 187
## thinking_PIDc -0.124651 0.01757906 2666
## meaning_PIDc 0.089252 0.02831208 2666
## age_c 0.025429 0.00668607 187
## edu_c 0.004391 0.08605993 187
## sex_bin -0.060601 0.14591763 187
## race_bin 0.296355 0.14951251 187
## work_bin -0.078798 0.16361942 187
## inc_c -0.000205 0.06363732 187
## OFTP_c:thinking_day.grandc -0.013409 0.05626036 187
## OFTP_c:meaning_day.grandc -0.032291 0.05138466 187
## thinking_day.grandc:meaning_day.grandc 0.140756 0.03905350 187
## OFTP_c:thinking_PIDc 0.014506 0.01137821 2666
## OFTP_c:meaning_PIDc -0.025979 0.02044635 2666
## thinking_PIDc:meaning_PIDc -0.005022 0.01213219 2666
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.018598 0.02442726 187
## OFTP_c:thinking_PIDc:meaning_PIDc -0.001658 0.00883196 2666
## t-value p-value
## (Intercept) 41.66813 0.0000
## OFTP_c 3.87773 0.0001
## thinking_day.grandc -3.09417 0.0023
## meaning_day.grandc 4.59035 0.0000
## thinking_PIDc -7.09090 0.0000
## meaning_PIDc 3.15245 0.0016
## age_c 3.80325 0.0002
## edu_c 0.05102 0.9594
## sex_bin -0.41531 0.6784
## race_bin 1.98214 0.0489
## work_bin -0.48159 0.6307
## inc_c -0.00322 0.9974
## OFTP_c:thinking_day.grandc -0.23834 0.8119
## OFTP_c:meaning_day.grandc -0.62842 0.5305
## thinking_day.grandc:meaning_day.grandc 3.60419 0.0004
## OFTP_c:thinking_PIDc 1.27486 0.2025
## OFTP_c:meaning_PIDc -1.27059 0.2040
## thinking_PIDc:meaning_PIDc -0.41395 0.6789
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.76135 0.4474
## OFTP_c:thinking_PIDc:meaning_PIDc -0.18768 0.8511
## Correlation:
## (Intr) OFTP_c thnk_. mnng_.
## OFTP_c 0.096
## thinking_day.grandc 0.104 0.083
## meaning_day.grandc -0.146 -0.307 -0.569
## thinking_PIDc 0.059 0.007 -0.007 0.006
## meaning_PIDc -0.062 -0.018 0.005 0.012
## age_c 0.011 0.404 0.001 -0.286
## edu_c -0.042 -0.051 -0.045 -0.044
## sex_bin -0.499 -0.023 -0.108 0.133
## race_bin -0.408 -0.042 -0.002 -0.099
## work_bin -0.366 -0.015 0.151 -0.092
## inc_c -0.101 -0.025 -0.128 0.064
## OFTP_c:thinking_day.grandc -0.007 0.314 -0.048 -0.052
## OFTP_c:meaning_day.grandc -0.036 -0.312 -0.006 -0.019
## thinking_day.grandc:meaning_day.grandc -0.226 -0.073 -0.287 0.428
## OFTP_c:thinking_PIDc 0.008 0.080 -0.008 0.009
## OFTP_c:meaning_PIDc -0.015 -0.085 -0.005 0.010
## thinking_PIDc:meaning_PIDc -0.090 -0.031 -0.014 0.033
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.117 -0.451 -0.144 -0.069
## OFTP_c:thinking_PIDc:meaning_PIDc -0.025 -0.122 -0.014 0.017
## th_PID mn_PID age_c edu_c
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc -0.268
## age_c -0.005 0.002
## edu_c 0.005 -0.002 0.068
## sex_bin 0.011 -0.009 -0.180 -0.002
## race_bin 0.003 0.003 0.163 -0.036
## work_bin 0.010 -0.005 -0.060 0.226
## inc_c -0.017 0.008 -0.119 -0.328
## OFTP_c:thinking_day.grandc 0.001 -0.011 -0.016 -0.056
## OFTP_c:meaning_day.grandc 0.013 0.007 0.066 0.037
## thinking_day.grandc:meaning_day.grandc -0.019 0.017 0.081 -0.062
## OFTP_c:thinking_PIDc -0.036 -0.031 0.005 -0.001
## OFTP_c:meaning_PIDc -0.047 0.113 -0.006 0.007
## thinking_PIDc:meaning_PIDc -0.095 0.206 0.007 0.009
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.002 0.001 0.004 0.031
## OFTP_c:thinking_PIDc:meaning_PIDc -0.063 0.064 -0.009 0.005
## sex_bn rac_bn wrk_bn inc_c
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.034
## work_bin 0.051 0.023
## inc_c 0.157 0.009 0.011
## OFTP_c:thinking_day.grandc 0.086 0.043 0.085 0.072
## OFTP_c:meaning_day.grandc -0.065 -0.089 -0.080 -0.066
## thinking_day.grandc:meaning_day.grandc 0.021 -0.051 -0.185 0.029
## OFTP_c:thinking_PIDc -0.008 -0.003 0.003 0.013
## OFTP_c:meaning_PIDc -0.003 0.007 0.004 -0.005
## thinking_PIDc:meaning_PIDc -0.011 0.021 0.010 -0.014
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.006 0.026 0.072 -0.044
## OFTP_c:thinking_PIDc:meaning_PIDc -0.012 0.011 0.012 0.016
## OFTP_c:t_. OFTP_c:m_. t_.:_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc -0.612
## thinking_day.grandc:meaning_day.grandc -0.262 -0.022
## OFTP_c:thinking_PIDc -0.012 0.016 -0.004
## OFTP_c:meaning_PIDc -0.003 0.015 0.001
## thinking_PIDc:meaning_PIDc -0.019 0.015 0.030
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.240 0.621 0.019
## OFTP_c:thinking_PIDc:meaning_PIDc -0.049 0.059 0.005
## OFTP_c:t_PID OFTP_c:m_PID t_PID:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc -0.194
## thinking_PIDc:meaning_PIDc -0.050 0.060
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.001 0.017 0.006
## OFTP_c:thinking_PIDc:meaning_PIDc -0.019 0.207 0.021
## OFTP_:_.:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## OFTP_c:thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc:meaning_PIDc 0.061
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.86837375 -0.42960203 0.09607315 0.54539812 4.54840624
##
## Number of Observations: 2873
## Number of Groups: 201#CURIOUS mod1
ocumod1 <- lme(curious ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ocumod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9596.186 9673.774 -4785.093
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2260826 (Intr) th_PID
## thinking_PIDc 0.1373391 0.183
## meaning_PIDc 0.2028428 0.535 0.006
## Residual 1.1152571
##
## Fixed effects: curious ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 3.353274 0.08863438 2689 37.83266 0.0000
## OFTP_c 0.076986 0.06613231 199 1.16411 0.2458
## thinking_day.grandc 0.271742 0.07982087 199 3.40440 0.0008
## meaning_day.grandc 0.414902 0.07909138 199 5.24585 0.0000
## thinking_PIDc 0.034028 0.02114428 2689 1.60934 0.1077
## meaning_PIDc 0.205646 0.02712951 2689 7.58016 0.0000
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.025
## thinking_day.grandc 0.001 -0.002
## meaning_day.grandc -0.006 -0.299 -0.573
## thinking_PIDc 0.082 0.011 0.009 0.006
## meaning_PIDc 0.273 0.006 -0.035 -0.032 -0.307
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.53733117 -0.51851442 -0.05694451 0.51428428 4.51848062
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
ocumod1c <- lme(curious ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ocumod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9550.34 9663.56 -4756.17
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2033951 (Intr) th_PID
## thinking_PIDc 0.1382544 0.240
## meaning_PIDc 0.2022396 0.474 -0.004
## Residual 1.1161248
##
## Fixed effects: curious ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 3.682398 0.14314570 2670 25.724823 0.0000
## OFTP_c 0.050966 0.07581126 191 0.672277 0.5022
## thinking_day.grandc 0.249221 0.08176423 191 3.048048 0.0026
## meaning_day.grandc 0.424462 0.08498212 191 4.994718 0.0000
## thinking_PIDc 0.033147 0.02125817 2670 1.559280 0.1190
## meaning_PIDc 0.203612 0.02727905 2670 7.464048 0.0000
## age_c -0.004186 0.00798554 191 -0.524137 0.6008
## edu_c 0.099312 0.10326196 191 0.961747 0.3374
## sex_bin -0.378433 0.17484484 191 -2.164392 0.0317
## race_bin -0.334223 0.17841383 191 -1.873304 0.0626
## work_bin -0.199587 0.19072366 191 -1.046474 0.2967
## inc_c 0.007573 0.07639054 191 0.099141 0.9211
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID mn_PID age_c edu_c
## OFTP_c 0.054
## thinking_day.grandc 0.005 0.041
## meaning_day.grandc -0.052 -0.424 -0.538
## thinking_PIDc 0.068 0.007 0.002 0.012
## meaning_PIDc 0.155 0.007 -0.031 -0.028 -0.309
## age_c 0.030 0.472 0.035 -0.376 -0.008 0.000
## edu_c -0.061 -0.025 -0.070 -0.015 -0.004 0.000 0.078
## sex_bin -0.502 -0.048 -0.094 0.131 0.008 0.014 -0.178 0.003
## race_bin -0.437 -0.022 -0.009 -0.072 -0.008 -0.017 0.190 -0.041
## work_bin -0.424 0.020 0.128 0.009 -0.005 -0.018 -0.023 0.218
## inc_c -0.097 -0.063 -0.119 0.049 0.007 0.000 -0.121 -0.327
## sex_bn rac_bn wrk_bn
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.036
## work_bin 0.043 -0.013
## inc_c 0.151 0.009 0.020
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.50269557 -0.51846923 -0.05385619 0.51381001 4.52182921
##
## Number of Observations: 2873
## Number of Groups: 201#curious mod2
ocumod2 <- lme(curious ~ OFTP_c*thinking_day.grandc + OFTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc + OFTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ocumod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9638.18 9751.538 -4800.09
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2309219 (Intr) th_PID
## thinking_PIDc 0.1398009 0.182
## meaning_PIDc 0.2058094 0.539 -0.028
## Residual 1.1154250
##
## Fixed effects: curious ~ OFTP_c * thinking_day.grandc + OFTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc + OFTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 3.351479 0.10301794 2686 32.53296
## OFTP_c 0.104247 0.07260376 196 1.43584
## thinking_day.grandc 0.262849 0.08383703 196 3.13524
## meaning_day.grandc 0.424606 0.08996103 196 4.71989
## thinking_PIDc 0.034113 0.02132831 2686 1.59944
## meaning_PIDc 0.200807 0.02830078 2686 7.09544
## OFTP_c:thinking_day.grandc 0.021139 0.06581708 196 0.32118
## OFTP_c:meaning_day.grandc -0.017843 0.04846962 196 -0.36813
## thinking_day.grandc:meaning_day.grandc 0.014122 0.04663043 196 0.30286
## OFTP_c:thinking_PIDc 0.006049 0.01420555 2686 0.42580
## OFTP_c:meaning_PIDc 0.015166 0.01966634 2686 0.77117
## thinking_PIDc:meaning_PIDc -0.012908 0.01281234 2686 -1.00748
## p-value
## (Intercept) 0.0000
## OFTP_c 0.1526
## thinking_day.grandc 0.0020
## meaning_day.grandc 0.0000
## thinking_PIDc 0.1098
## meaning_PIDc 0.0000
## OFTP_c:thinking_day.grandc 0.7484
## OFTP_c:meaning_day.grandc 0.7132
## thinking_day.grandc:meaning_day.grandc 0.7623
## OFTP_c:thinking_PIDc 0.6703
## OFTP_c:meaning_PIDc 0.4407
## thinking_PIDc:meaning_PIDc 0.3138
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.042
## thinking_day.grandc 0.112 -0.012
## meaning_day.grandc -0.231 -0.280 -0.599
## thinking_PIDc 0.083 -0.003 0.017 -0.002
## meaning_PIDc 0.237 0.032 -0.034 -0.054 -0.319
## OFTP_c:thinking_day.grandc 0.071 0.246 -0.113 -0.057 -0.004
## OFTP_c:meaning_day.grandc -0.138 -0.081 0.130 0.036 0.013
## thinking_day.grandc:meaning_day.grandc -0.423 -0.105 -0.243 0.446 -0.022
## OFTP_c:thinking_PIDc -0.001 0.087 -0.009 0.006 -0.028
## OFTP_c:meaning_PIDc 0.006 0.269 0.016 -0.051 -0.034
## thinking_PIDc:meaning_PIDc -0.099 -0.013 -0.030 0.003 -0.056
## mn_PID OFTP_c:t_. OFTP_c:m_. t_.:_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc 0.027
## OFTP_c:meaning_day.grandc -0.051 -0.597
## thinking_day.grandc:meaning_day.grandc -0.031 -0.232 -0.097
## OFTP_c:thinking_PIDc -0.028 0.015 0.012 -0.004
## OFTP_c:meaning_PIDc 0.104 -0.006 -0.031 0.011
## thinking_PIDc:meaning_PIDc 0.244 -0.027 0.010 0.030
## OFTP_c:t_PID OFTP_c:m_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc -0.260
## thinking_PIDc:meaning_PIDc -0.030 0.075
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.54459764 -0.50288709 -0.04650255 0.51515451 4.52072537
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
ocumod2c <- lme(curious ~ OFTP_c*thinking_day.grandc + FTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc + OFTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ocumod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9594.535 9749.403 -4771.267
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2022984 (Intr) th_PID
## thinking_PIDc 0.1404783 0.242
## meaning_PIDc 0.2051820 0.465 -0.032
## Residual 1.1163254
##
## Fixed effects: curious ~ OFTP_c * thinking_day.grandc + FTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc + OFTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 3.674333 0.14813940 2667 24.803211
## OFTP_c -0.078620 0.14862168 187 -0.528993
## thinking_day.grandc 0.250235 0.08695247 187 2.877839
## FTP_c 0.172376 0.14395695 187 1.197413
## meaning_day.grandc 0.441452 0.09486363 187 4.653548
## thinking_PIDc 0.033413 0.02143858 2667 1.558551
## meaning_PIDc 0.197699 0.02848065 2667 6.941525
## age_c -0.002945 0.00804452 187 -0.366067
## edu_c 0.099022 0.10374464 187 0.954475
## sex_bin -0.393727 0.17596221 187 -2.237567
## race_bin -0.364241 0.18037577 187 -2.019344
## work_bin -0.227133 0.19713363 187 -1.152179
## inc_c 0.003360 0.07665368 187 0.043829
## OFTP_c:thinking_day.grandc -0.024285 0.06340326 187 -0.383025
## FTP_c:meaning_day.grandc 0.029152 0.04813816 187 0.605598
## thinking_day.grandc:meaning_day.grandc 0.030125 0.04760668 187 0.632782
## OFTP_c:thinking_PIDc 0.004984 0.01428290 2667 0.348960
## OFTP_c:meaning_PIDc 0.014494 0.01981560 2667 0.731460
## thinking_PIDc:meaning_PIDc -0.012519 0.01292845 2667 -0.968318
## p-value
## (Intercept) 0.0000
## OFTP_c 0.5974
## thinking_day.grandc 0.0045
## FTP_c 0.2327
## meaning_day.grandc 0.0000
## thinking_PIDc 0.1192
## meaning_PIDc 0.0000
## age_c 0.7147
## edu_c 0.3411
## sex_bin 0.0264
## race_bin 0.0449
## work_bin 0.2507
## inc_c 0.9651
## OFTP_c:thinking_day.grandc 0.7021
## FTP_c:meaning_day.grandc 0.5455
## thinking_day.grandc:meaning_day.grandc 0.5276
## OFTP_c:thinking_PIDc 0.7271
## OFTP_c:meaning_PIDc 0.4646
## thinking_PIDc:meaning_PIDc 0.3330
## Correlation:
## (Intr) OFTP_c thnk_. FTP_c mnng_.
## OFTP_c 0.037
## thinking_day.grandc 0.085 -0.060
## FTP_c -0.015 -0.835 0.084
## meaning_day.grandc -0.148 -0.143 -0.584 -0.073
## thinking_PIDc 0.076 0.000 0.010 -0.002 0.004
## meaning_PIDc 0.132 0.002 -0.026 0.015 -0.047
## age_c 0.006 0.206 0.013 0.047 -0.296
## edu_c -0.038 -0.045 -0.034 0.027 -0.046
## sex_bin -0.491 0.045 -0.115 -0.072 0.133
## race_bin -0.406 -0.027 0.000 0.012 -0.098
## work_bin -0.356 -0.057 0.164 0.082 -0.088
## inc_c -0.104 0.022 -0.135 -0.057 0.063
## OFTP_c:thinking_day.grandc -0.033 0.134 -0.097 -0.002 -0.065
## FTP_c:meaning_day.grandc 0.042 -0.043 0.134 0.018 0.024
## thinking_day.grandc:meaning_day.grandc -0.227 -0.074 -0.278 0.044 0.418
## OFTP_c:thinking_PIDc 0.002 0.059 -0.008 -0.005 0.006
## OFTP_c:meaning_PIDc 0.011 0.111 0.015 0.006 -0.046
## thinking_PIDc:meaning_PIDc -0.078 -0.017 -0.020 0.010 0.000
## th_PID mn_PID age_c edu_c sex_bn
## OFTP_c
## thinking_day.grandc
## FTP_c
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc -0.320
## age_c -0.010 -0.003
## edu_c -0.002 0.002 0.070
## sex_bin 0.008 0.010 -0.177 -0.006
## race_bin -0.010 -0.001 0.172 -0.035 -0.033
## work_bin -0.004 0.002 -0.045 0.223 0.038
## inc_c 0.007 -0.004 -0.119 -0.332 0.160
## OFTP_c:thinking_day.grandc 0.000 0.024 0.001 -0.060 0.075
## FTP_c:meaning_day.grandc 0.013 -0.049 0.054 0.033 -0.076
## thinking_day.grandc:meaning_day.grandc -0.023 -0.025 0.076 -0.058 0.022
## OFTP_c:thinking_PIDc -0.022 -0.030 0.002 0.010 -0.004
## OFTP_c:meaning_PIDc -0.034 0.110 0.009 -0.012 0.006
## thinking_PIDc:meaning_PIDc -0.061 0.243 0.006 0.009 -0.025
## rac_bn wrk_bn inc_c OFTP_:_. FTP_:_
## OFTP_c
## thinking_day.grandc
## FTP_c
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin 0.021
## inc_c 0.006 0.011
## OFTP_c:thinking_day.grandc 0.034 0.089 0.056
## FTP_c:meaning_day.grandc -0.117 -0.133 -0.035 -0.557
## thinking_day.grandc:meaning_day.grandc -0.049 -0.176 0.025 -0.250 -0.083
## OFTP_c:thinking_PIDc 0.000 0.003 -0.007 0.013 0.015
## OFTP_c:meaning_PIDc -0.018 -0.011 -0.004 -0.009 -0.015
## thinking_PIDc:meaning_PIDc 0.034 0.018 -0.017 -0.032 0.017
## t_.:_. OFTP_c:t_PID OFTP_c:m_PID
## OFTP_c
## thinking_day.grandc
## FTP_c
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## FTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc -0.007
## OFTP_c:meaning_PIDc 0.012 -0.261
## thinking_PIDc:meaning_PIDc 0.022 -0.032 0.074
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.50278189 -0.50959787 -0.04647023 0.51827955 4.52025745
##
## Number of Observations: 2873
## Number of Groups: 201#curious mod3
ocumod3 <- lme(curious ~ OFTP_c*thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ocumod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9654.649 9779.926 -4806.325
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2347719 (Intr) th_PID
## thinking_PIDc 0.1396556 0.187
## meaning_PIDc 0.2062684 0.534 -0.030
## Residual 1.1155131
##
## Fixed effects: curious ~ OFTP_c * thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF
## (Intercept) 3.347247 0.10393008 2685
## OFTP_c 0.089078 0.08339999 195
## thinking_day.grandc 0.257879 0.08510258 195
## meaning_day.grandc 0.423283 0.09056856 195
## thinking_PIDc 0.033834 0.02133952 2685
## meaning_PIDc 0.201498 0.02838881 2685
## OFTP_c:thinking_day.grandc 0.015280 0.06773253 195
## OFTP_c:meaning_day.grandc -0.005334 0.06209745 195
## thinking_day.grandc:meaning_day.grandc 0.014967 0.04682804 195
## OFTP_c:thinking_PIDc 0.005845 0.01421058 2685
## OFTP_c:meaning_PIDc 0.016567 0.02039822 2685
## thinking_PIDc:meaning_PIDc -0.012867 0.01283525 2685
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.009705 0.03015325 195
## OFTP_c:thinking_PIDc:meaning_PIDc 0.003122 0.00937670 2685
## t-value p-value
## (Intercept) 32.20672 0.0000
## OFTP_c 1.06809 0.2868
## thinking_day.grandc 3.03021 0.0028
## meaning_day.grandc 4.67362 0.0000
## thinking_PIDc 1.58552 0.1130
## meaning_PIDc 7.09779 0.0000
## OFTP_c:thinking_day.grandc 0.22560 0.8218
## OFTP_c:meaning_day.grandc -0.08589 0.9316
## thinking_day.grandc:meaning_day.grandc 0.31962 0.7496
## OFTP_c:thinking_PIDc 0.41131 0.6809
## OFTP_c:meaning_PIDc 0.81217 0.4168
## thinking_PIDc:meaning_PIDc -1.00246 0.3162
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.32187 0.7479
## OFTP_c:thinking_PIDc:meaning_PIDc 0.33294 0.7392
## Correlation:
## (Intr) OFTP_c thnk_. mnng_.
## OFTP_c 0.089
## thinking_day.grandc 0.127 0.064
## meaning_day.grandc -0.222 -0.210 -0.579
## thinking_PIDc 0.085 0.001 0.018 -0.003
## meaning_PIDc 0.230 0.014 -0.036 -0.053
## OFTP_c:thinking_day.grandc 0.092 0.318 -0.075 -0.040
## OFTP_c:meaning_day.grandc -0.174 -0.353 0.008 -0.020
## thinking_day.grandc:meaning_day.grandc -0.423 -0.104 -0.244 0.444
## OFTP_c:thinking_PIDc 0.002 0.093 -0.004 0.009
## OFTP_c:meaning_PIDc 0.007 0.228 0.018 -0.037
## thinking_PIDc:meaning_PIDc -0.101 -0.023 -0.033 -0.001
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.106 -0.479 -0.150 -0.077
## OFTP_c:thinking_PIDc:meaning_PIDc -0.022 -0.112 -0.027 0.027
## th_PID mn_PID OFTP_c:t_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc -0.321
## OFTP_c:thinking_day.grandc -0.002 0.020
## OFTP_c:meaning_day.grandc 0.010 -0.031 -0.590
## thinking_day.grandc:meaning_day.grandc -0.023 -0.028 -0.232
## OFTP_c:thinking_PIDc -0.028 -0.028 0.022
## OFTP_c:meaning_PIDc -0.042 0.115 -0.007
## thinking_PIDc:meaning_PIDc -0.054 0.241 -0.031
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.001 0.016 -0.216
## OFTP_c:thinking_PIDc:meaning_PIDc -0.037 0.065 -0.062
## OFTP_c:m_. t_.:_. OFTP_c:t_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc -0.064
## OFTP_c:thinking_PIDc -0.011 -0.005
## OFTP_c:meaning_PIDc -0.058 0.019 -0.248
## thinking_PIDc:meaning_PIDc 0.028 0.029 -0.031
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.622 0.019 -0.033
## OFTP_c:thinking_PIDc:meaning_PIDc 0.027 0.039 0.002
## OFTP_c:m_PID t_PID: OFTP_:_.:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc 0.060
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.055 0.031
## OFTP_c:thinking_PIDc:meaning_PIDc 0.253 -0.037 0.047
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.54605098 -0.49818608 -0.04781092 0.51495409 4.51458414
##
## Number of Observations: 2894
## Number of Groups: 203#covariates
ocumod3c <- lme(curious ~ OFTP_c*thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ocumod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9608.522 9769.338 -4777.261
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2122393 (Intr) th_PID
## thinking_PIDc 0.1403739 0.250
## meaning_PIDc 0.2057224 0.474 -0.037
## Residual 1.1164234
##
## Fixed effects: curious ~ OFTP_c * thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF
## (Intercept) 3.668573 0.15005814 2666
## OFTP_c 0.054842 0.09240076 187
## thinking_day.grandc 0.233266 0.08762139 187
## meaning_day.grandc 0.448266 0.09539619 187
## thinking_PIDc 0.033135 0.02144936 2666
## meaning_PIDc 0.198640 0.02855609 2666
## age_c -0.003505 0.00809820 187
## edu_c 0.094109 0.10425322 187
## sex_bin -0.378479 0.17646633 187
## race_bin -0.360385 0.18159056 187
## work_bin -0.227814 0.19868132 187
## inc_c 0.008001 0.07710476 187
## OFTP_c:thinking_day.grandc -0.021608 0.06865360 187
## OFTP_c:meaning_day.grandc 0.027016 0.06272424 187
## thinking_day.grandc:meaning_day.grandc 0.029640 0.04772834 187
## OFTP_c:thinking_PIDc 0.004883 0.01428590 2666
## OFTP_c:meaning_PIDc 0.016231 0.02054694 2666
## thinking_PIDc:meaning_PIDc -0.012863 0.01292855 2666
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.009860 0.03014447 187
## OFTP_c:thinking_PIDc:meaning_PIDc 0.003899 0.00945499 2666
## t-value p-value
## (Intercept) 24.447678 0.0000
## OFTP_c 0.593520 0.5536
## thinking_day.grandc 2.662206 0.0084
## meaning_day.grandc 4.698991 0.0000
## thinking_PIDc 1.544780 0.1225
## meaning_PIDc 6.956130 0.0000
## age_c -0.432812 0.6656
## edu_c 0.902692 0.3679
## sex_bin -2.144768 0.0333
## race_bin -1.984600 0.0487
## work_bin -1.146629 0.2530
## inc_c 0.103770 0.9175
## OFTP_c:thinking_day.grandc -0.314734 0.7533
## OFTP_c:meaning_day.grandc 0.430712 0.6672
## thinking_day.grandc:meaning_day.grandc 0.621019 0.5353
## OFTP_c:thinking_PIDc 0.341816 0.7325
## OFTP_c:meaning_PIDc 0.789941 0.4296
## thinking_PIDc:meaning_PIDc -0.994943 0.3199
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.327094 0.7440
## OFTP_c:thinking_PIDc:meaning_PIDc 0.412376 0.6801
## Correlation:
## (Intr) OFTP_c thnk_. mnng_.
## OFTP_c 0.093
## thinking_day.grandc 0.100 0.083
## meaning_day.grandc -0.140 -0.303 -0.567
## thinking_PIDc 0.078 0.002 0.011 0.003
## meaning_PIDc 0.133 0.011 -0.028 -0.046
## age_c 0.007 0.395 0.010 -0.292
## edu_c -0.042 -0.051 -0.043 -0.047
## sex_bin -0.487 -0.018 -0.104 0.127
## race_bin -0.406 -0.044 -0.002 -0.100
## work_bin -0.361 -0.018 0.148 -0.087
## inc_c -0.099 -0.019 -0.123 0.062
## OFTP_c:thinking_day.grandc -0.004 0.304 -0.046 -0.053
## OFTP_c:meaning_day.grandc -0.042 -0.302 -0.009 -0.016
## thinking_day.grandc:meaning_day.grandc -0.226 -0.073 -0.277 0.423
## OFTP_c:thinking_PIDc 0.006 0.106 -0.004 0.008
## OFTP_c:meaning_PIDc 0.014 0.185 0.019 -0.034
## thinking_PIDc:meaning_PIDc -0.081 -0.026 -0.028 -0.004
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.118 -0.447 -0.141 -0.068
## OFTP_c:thinking_PIDc:meaning_PIDc -0.018 -0.119 -0.019 0.028
## th_PID mn_PID age_c edu_c
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc -0.324
## age_c -0.008 -0.008
## edu_c -0.002 0.002 0.069
## sex_bin 0.009 0.009 -0.176 -0.004
## race_bin -0.011 0.001 0.166 -0.034
## work_bin -0.006 0.005 -0.055 0.223
## inc_c 0.006 -0.002 -0.120 -0.333
## OFTP_c:thinking_day.grandc -0.001 0.021 -0.023 -0.061
## OFTP_c:meaning_day.grandc 0.012 -0.033 0.072 0.040
## thinking_day.grandc:meaning_day.grandc -0.025 -0.026 0.074 -0.057
## OFTP_c:thinking_PIDc -0.022 -0.030 0.003 0.009
## OFTP_c:meaning_PIDc -0.043 0.123 -0.001 -0.017
## thinking_PIDc:meaning_PIDc -0.059 0.241 0.006 0.010
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.003 0.012 0.006 0.035
## OFTP_c:thinking_PIDc:meaning_PIDc -0.040 0.067 -0.030 -0.007
## sex_bn rac_bn wrk_bn inc_c
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.031
## work_bin 0.044 0.026
## inc_c 0.158 0.009 0.016
## OFTP_c:thinking_day.grandc 0.080 0.038 0.085 0.078
## OFTP_c:meaning_day.grandc -0.066 -0.080 -0.075 -0.077
## thinking_day.grandc:meaning_day.grandc 0.022 -0.053 -0.182 0.026
## OFTP_c:thinking_PIDc -0.004 -0.002 0.001 -0.006
## OFTP_c:meaning_PIDc 0.000 -0.015 -0.006 0.005
## thinking_PIDc:meaning_PIDc -0.023 0.036 0.020 -0.019
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.010 0.033 0.075 -0.054
## OFTP_c:thinking_PIDc:meaning_PIDc -0.032 0.013 0.034 0.018
## OFTP_c:t_. OFTP_c:m_. t_.:_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc -0.607
## thinking_day.grandc:meaning_day.grandc -0.256 -0.023
## OFTP_c:thinking_PIDc 0.018 -0.007 -0.007
## OFTP_c:meaning_PIDc -0.001 -0.056 0.017
## thinking_PIDc:meaning_PIDc -0.031 0.024 0.023
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.229 0.615 0.019
## OFTP_c:thinking_PIDc:meaning_PIDc -0.063 0.028 0.029
## OFTP_c:t_PID OFTP_c:m_PID t_PID:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc -0.252
## thinking_PIDc:meaning_PIDc -0.033 0.062
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.033 -0.055 0.035
## OFTP_c:thinking_PIDc:meaning_PIDc -0.002 0.254 -0.027
## OFTP_:_.:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## OFTP_c:thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc:meaning_PIDc 0.051
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.50426593 -0.51499507 -0.04708454 0.51614446 4.52168934
##
## Number of Observations: 2873
## Number of Groups: 201#ENGAGED mod1
oemod1 <- lme(engaged ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(oemod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9120.411 9197.995 -4547.206
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.89975882 (Intr) th_PID
## thinking_PIDc 0.09757013 0.062
## meaning_PIDc 0.23064993 -0.224 -0.417
## Residual 1.04177186
##
## Fixed effects: engaged ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 5.134540 0.06617416 2688 77.59131 0.0000
## OFTP_c 0.073690 0.05198672 199 1.41747 0.1579
## thinking_day.grandc 0.067453 0.06195321 199 1.08878 0.2776
## meaning_day.grandc 0.546476 0.06149835 199 8.88603 0.0000
## thinking_PIDc 0.069571 0.01865716 2688 3.72893 0.0002
## meaning_PIDc 0.289197 0.02744937 2688 10.53564 0.0000
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.025
## thinking_day.grandc 0.002 0.004
## meaning_day.grandc -0.006 -0.310 -0.575
## thinking_PIDc 0.022 -0.002 -0.009 0.003
## meaning_PIDc -0.126 -0.003 0.015 0.009 -0.395
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.1383266 -0.4293882 0.0715507 0.5059559 4.7629542
##
## Number of Observations: 2893
## Number of Groups: 203#covariates
oemod1c <- lme(engaged ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(oemod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9072.822 9186.035 -4517.411
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.89764874 (Intr) th_PID
## thinking_PIDc 0.09957238 0.097
## meaning_PIDc 0.23168686 -0.220 -0.428
## Residual 1.03985756
##
## Fixed effects: engaged ~ OFTP_c + thinking_day.grandc + meaning_day.grandc + thinking_PIDc + meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.219285 0.11139237 2669 46.85496 0.0000
## OFTP_c 0.129465 0.06018743 191 2.15103 0.0327
## thinking_day.grandc 0.072794 0.06416199 191 1.13454 0.2580
## meaning_day.grandc 0.521360 0.06674325 191 7.81143 0.0000
## thinking_PIDc 0.067877 0.01875678 2669 3.61880 0.0003
## meaning_PIDc 0.287582 0.02758609 2669 10.42490 0.0000
## age_c 0.007735 0.00631235 191 1.22543 0.2219
## edu_c -0.090242 0.08172261 191 -1.10424 0.2709
## sex_bin 0.099561 0.13848117 191 0.71895 0.4731
## race_bin -0.235799 0.14078682 191 -1.67487 0.0956
## work_bin -0.116424 0.15048395 191 -0.77366 0.4401
## inc_c -0.020731 0.06047724 191 -0.34278 0.7321
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID mn_PID age_c edu_c
## OFTP_c 0.059
## thinking_day.grandc 0.006 0.044
## meaning_day.grandc -0.056 -0.432 -0.538
## thinking_PIDc 0.014 -0.002 -0.008 0.005
## meaning_PIDc -0.074 -0.003 0.016 0.006 -0.398
## age_c 0.036 0.471 0.031 -0.375 -0.001 0.001
## edu_c -0.062 -0.027 -0.074 -0.011 0.003 -0.002 0.078
## sex_bin -0.511 -0.049 -0.094 0.136 0.002 -0.007 -0.182 0.005
## race_bin -0.440 -0.028 -0.010 -0.069 0.005 0.005 0.188 -0.044
## work_bin -0.431 0.018 0.129 0.007 0.009 0.002 -0.027 0.220
## inc_c -0.097 -0.066 -0.122 0.049 -0.008 0.005 -0.123 -0.323
## sex_bn rac_bn wrk_bn
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.040
## work_bin 0.048 -0.016
## inc_c 0.151 0.008 0.017
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.12508566 -0.42254811 0.07459173 0.50943733 4.79693241
##
## Number of Observations: 2872
## Number of Groups: 201#engaged mod2
oemod2 <- lme(engaged ~ OFTP_c*thinking_day.grandc + OFTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc + OFTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(oemod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9157.672 9271.024 -4559.836
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.8847018 (Intr) th_PID
## thinking_PIDc 0.0990460 0.139
## meaning_PIDc 0.2323229 -0.222 -0.414
## Residual 1.0419342
##
## Fixed effects: engaged ~ OFTP_c * thinking_day.grandc + OFTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc + OFTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc
## Value Std.Error DF t-value
## (Intercept) 5.231771 0.07642981 2685 68.45197
## OFTP_c 0.077714 0.05364832 196 1.44858
## thinking_day.grandc 0.084410 0.06427727 196 1.31321
## meaning_day.grandc 0.481897 0.06897585 196 6.98646
## thinking_PIDc 0.068097 0.01881469 2685 3.61936
## meaning_PIDc 0.287850 0.02823969 2685 10.19311
## OFTP_c:thinking_day.grandc 0.034083 0.05025468 196 0.67820
## OFTP_c:meaning_day.grandc -0.076350 0.03680876 196 -2.07424
## thinking_day.grandc:meaning_day.grandc -0.051330 0.03559503 196 -1.44207
## OFTP_c:thinking_PIDc -0.000156 0.01236376 2685 -0.01259
## OFTP_c:meaning_PIDc -0.007853 0.01990262 2685 -0.39455
## thinking_PIDc:meaning_PIDc 0.003369 0.01226922 2685 0.27460
## p-value
## (Intercept) 0.0000
## OFTP_c 0.1491
## thinking_day.grandc 0.1906
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0003
## meaning_PIDc 0.0000
## OFTP_c:thinking_day.grandc 0.4984
## OFTP_c:meaning_day.grandc 0.0394
## thinking_day.grandc:meaning_day.grandc 0.1509
## OFTP_c:thinking_PIDc 0.9900
## OFTP_c:meaning_PIDc 0.6932
## thinking_PIDc:meaning_PIDc 0.7836
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.048
## thinking_day.grandc 0.117 -0.010
## meaning_day.grandc -0.243 -0.292 -0.604
## thinking_PIDc 0.053 0.005 -0.010 0.002
## meaning_PIDc -0.143 -0.021 0.011 0.024 -0.401
## OFTP_c:thinking_day.grandc 0.077 0.255 -0.116 -0.056 0.001
## OFTP_c:meaning_day.grandc -0.143 -0.085 0.143 0.028 0.006
## thinking_day.grandc:meaning_day.grandc -0.433 -0.114 -0.255 0.453 -0.006
## OFTP_c:thinking_PIDc 0.006 0.045 -0.003 0.005 -0.041
## OFTP_c:meaning_PIDc -0.013 -0.118 -0.005 0.016 -0.023
## thinking_PIDc:meaning_PIDc -0.137 -0.039 -0.007 0.046 -0.085
## mn_PID OFTP_c:t_. OFTP_c:m_. t_.:_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc -0.015
## OFTP_c:meaning_day.grandc 0.019 -0.597
## thinking_day.grandc:meaning_day.grandc 0.023 -0.243 -0.098
## OFTP_c:thinking_PIDc -0.019 -0.010 0.007 -0.001
## OFTP_c:meaning_PIDc 0.081 0.005 0.007 -0.001
## thinking_PIDc:meaning_PIDc 0.205 -0.022 0.028 0.038
## OFTP_c:t_PID OFTP_c:m_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc -0.346
## thinking_PIDc:meaning_PIDc -0.039 0.056
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.10342148 -0.43092850 0.07235524 0.51030432 4.79664263
##
## Number of Observations: 2893
## Number of Groups: 203#covariates
oemod2c <- lme(engaged ~ OFTP_c*thinking_day.grandc + OFTP_c*meaning_day.grandc + thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc + OFTP_c*meaning_PIDc + thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(oemod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9112.674 9261.586 -4531.337
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.8897127 (Intr) th_PID
## thinking_PIDc 0.1009028 0.153
## meaning_PIDc 0.2327931 -0.217 -0.421
## Residual 1.0400702
##
## Fixed effects: engaged ~ OFTP_c * thinking_day.grandc + OFTP_c * meaning_day.grandc + thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc + OFTP_c * meaning_PIDc + thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value
## (Intercept) 5.251587 0.11460149 2666 45.82477
## OFTP_c 0.126427 0.06241644 188 2.02554
## thinking_day.grandc 0.091987 0.06747179 188 1.36334
## meaning_day.grandc 0.472035 0.07396106 188 6.38221
## thinking_PIDc 0.066733 0.01890873 2666 3.52921
## meaning_PIDc 0.287052 0.02837013 2666 10.11811
## age_c 0.005778 0.00632702 188 0.91321
## edu_c -0.080325 0.08147439 188 -0.98589
## sex_bin 0.106366 0.13811439 188 0.77013
## race_bin -0.183072 0.14150791 188 -1.29372
## work_bin -0.023572 0.15455268 188 -0.15252
## inc_c -0.022267 0.06020322 188 -0.36986
## OFTP_c:thinking_day.grandc 0.038192 0.05172972 188 0.73831
## OFTP_c:meaning_day.grandc -0.069983 0.03822628 188 -1.83077
## thinking_day.grandc:meaning_day.grandc -0.044055 0.03695124 188 -1.19225
## OFTP_c:thinking_PIDc -0.000884 0.01243815 2666 -0.07104
## OFTP_c:meaning_PIDc -0.008592 0.02000533 2666 -0.42948
## thinking_PIDc:meaning_PIDc 0.004569 0.01229658 2666 0.37153
## p-value
## (Intercept) 0.0000
## OFTP_c 0.0442
## thinking_day.grandc 0.1744
## meaning_day.grandc 0.0000
## thinking_PIDc 0.0004
## meaning_PIDc 0.0000
## age_c 0.3623
## edu_c 0.3255
## sex_bin 0.4422
## race_bin 0.1973
## work_bin 0.8789
## inc_c 0.7119
## OFTP_c:thinking_day.grandc 0.4612
## OFTP_c:meaning_day.grandc 0.0687
## thinking_day.grandc:meaning_day.grandc 0.2347
## OFTP_c:thinking_PIDc 0.9434
## OFTP_c:meaning_PIDc 0.6676
## thinking_PIDc:meaning_PIDc 0.7103
## Correlation:
## (Intr) OFTP_c thnk_. mnng_. th_PID
## OFTP_c 0.047
## thinking_day.grandc 0.086 0.021
## meaning_day.grandc -0.156 -0.381 -0.587
## thinking_PIDc 0.034 0.004 -0.007 0.002
## meaning_PIDc -0.092 -0.018 0.010 0.020 -0.404
## age_c 0.011 0.456 0.002 -0.286 -0.002
## edu_c -0.038 -0.042 -0.040 -0.042 0.003
## sex_bin -0.502 -0.029 -0.110 0.132 0.004
## race_bin -0.408 -0.034 0.002 -0.096 0.002
## work_bin -0.361 0.021 0.164 -0.088 0.008
## inc_c -0.106 -0.048 -0.135 0.060 -0.009
## OFTP_c:thinking_day.grandc -0.036 0.236 -0.086 -0.072 0.001
## OFTP_c:meaning_day.grandc 0.044 -0.044 0.105 0.031 0.005
## thinking_day.grandc:meaning_day.grandc -0.225 -0.074 -0.286 0.431 -0.009
## OFTP_c:thinking_PIDc 0.005 0.046 -0.004 0.004 -0.035
## OFTP_c:meaning_PIDc -0.012 -0.105 -0.004 0.015 -0.025
## thinking_PIDc:meaning_PIDc -0.097 -0.033 -0.003 0.038 -0.086
## mn_PID age_c edu_c sex_bn rac_bn
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c 0.005
## edu_c -0.001 0.068
## sex_bin -0.010 -0.180 -0.002
## race_bin 0.006 0.163 -0.037 -0.034
## work_bin -0.002 -0.060 0.225 0.051 0.022
## inc_c 0.003 -0.119 -0.328 0.157 0.009
## OFTP_c:thinking_day.grandc -0.016 -0.017 -0.050 0.086 0.050
## OFTP_c:meaning_day.grandc 0.018 0.081 0.021 -0.079 -0.132
## thinking_day.grandc:meaning_day.grandc 0.023 0.081 -0.061 0.021 -0.053
## OFTP_c:thinking_PIDc -0.022 0.004 -0.004 -0.002 -0.001
## OFTP_c:meaning_PIDc 0.089 -0.005 0.007 -0.003 0.007
## thinking_PIDc:meaning_PIDc 0.206 0.008 0.006 -0.014 0.021
## wrk_bn inc_c OFTP_c:t_. OFTP_c:m_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.015
## OFTP_c:thinking_day.grandc 0.107 0.064
## OFTP_c:meaning_day.grandc -0.159 -0.050 -0.610
## thinking_day.grandc:meaning_day.grandc -0.186 0.030 -0.265 -0.042
## OFTP_c:thinking_PIDc 0.000 0.009 -0.010 0.008
## OFTP_c:meaning_PIDc 0.003 -0.004 0.005 0.005
## thinking_PIDc:meaning_PIDc 0.012 -0.015 -0.022 0.024
## t_.:_. OFTP_c:t_PID OFTP_c:m_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc 0.000
## OFTP_c:meaning_PIDc -0.002 -0.350
## thinking_PIDc:meaning_PIDc 0.034 -0.041 0.057
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.1015574 -0.4312912 0.0692974 0.5103512 4.8212743
##
## Number of Observations: 2872
## Number of Groups: 201#engaged mod3
oemod3 <- lme(engaged ~ OFTP_c*thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc*meaning_PIDc,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(oemod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9172.876 9298.146 -4565.438
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.88407248 (Intr) th_PID
## thinking_PIDc 0.09960273 0.101
## meaning_PIDc 0.22921512 -0.217 -0.398
## Residual 1.04215005
##
## Fixed effects: engaged ~ OFTP_c * thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc * meaning_PIDc
## Value Std.Error DF
## (Intercept) 5.223237 0.07687024 2684
## OFTP_c 0.051917 0.06192335 195
## thinking_day.grandc 0.074842 0.06503535 195
## meaning_day.grandc 0.473218 0.06920584 195
## thinking_PIDc 0.069387 0.01886014 2684
## meaning_PIDc 0.286202 0.02814242 2684
## OFTP_c:thinking_day.grandc 0.022267 0.05162673 195
## OFTP_c:meaning_day.grandc -0.044190 0.04733302 195
## thinking_day.grandc:meaning_day.grandc -0.050129 0.03559043 195
## OFTP_c:thinking_PIDc 0.000441 0.01238516 2684
## OFTP_c:meaning_PIDc -0.011705 0.02029100 2684
## thinking_PIDc:meaning_PIDc 0.003514 0.01226110 2684
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.024568 0.02275091 195
## OFTP_c:thinking_PIDc:meaning_PIDc -0.008256 0.00895398 2684
## t-value p-value
## (Intercept) 67.94875 0.0000
## OFTP_c 0.83840 0.4028
## thinking_day.grandc 1.15079 0.2512
## meaning_day.grandc 6.83783 0.0000
## thinking_PIDc 3.67903 0.0002
## meaning_PIDc 10.16979 0.0000
## OFTP_c:thinking_day.grandc 0.43130 0.6667
## OFTP_c:meaning_day.grandc -0.93360 0.3517
## thinking_day.grandc:meaning_day.grandc -1.40849 0.1606
## OFTP_c:thinking_PIDc 0.03562 0.9716
## OFTP_c:meaning_PIDc -0.57687 0.5641
## thinking_PIDc:meaning_PIDc 0.28659 0.7745
## OFTP_c:thinking_day.grandc:meaning_day.grandc 1.07985 0.2815
## OFTP_c:thinking_PIDc:meaning_PIDc -0.92203 0.3566
## Correlation:
## (Intr) OFTP_c thnk_. mnng_.
## OFTP_c 0.097
## thinking_day.grandc 0.132 0.067
## meaning_day.grandc -0.233 -0.217 -0.583
## thinking_PIDc 0.042 0.010 -0.008 -0.001
## meaning_PIDc -0.141 -0.025 0.010 0.027
## OFTP_c:thinking_day.grandc 0.100 0.329 -0.077 -0.037
## OFTP_c:meaning_day.grandc -0.179 -0.366 0.014 -0.027
## thinking_day.grandc:meaning_day.grandc -0.433 -0.108 -0.255 0.450
## OFTP_c:thinking_PIDc 0.006 0.027 -0.003 0.003
## OFTP_c:meaning_PIDc -0.021 -0.139 -0.012 0.019
## thinking_PIDc:meaning_PIDc -0.136 -0.034 -0.006 0.046
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.109 -0.489 -0.153 -0.078
## OFTP_c:thinking_PIDc:meaning_PIDc -0.029 -0.141 -0.015 0.021
## th_PID mn_PID OFTP_c:t_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc -0.401
## OFTP_c:thinking_day.grandc 0.003 -0.017
## OFTP_c:meaning_day.grandc 0.001 0.017 -0.596
## thinking_day.grandc:meaning_day.grandc -0.004 0.023 -0.241
## OFTP_c:thinking_PIDc -0.040 -0.021 -0.010
## OFTP_c:meaning_PIDc -0.034 0.093 -0.011
## thinking_PIDc:meaning_PIDc -0.085 0.206 -0.021
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.001 0.001 -0.228
## OFTP_c:thinking_PIDc:meaning_PIDc -0.049 0.062 -0.043
## OFTP_c:m_. t_.:_. OFTP_c:t_PID
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc -0.064
## OFTP_c:thinking_PIDc 0.008 0.000
## OFTP_c:meaning_PIDc 0.034 -0.001 -0.339
## thinking_PIDc:meaning_PIDc 0.022 0.038 -0.039
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.628 0.019 0.007
## OFTP_c:thinking_PIDc:meaning_PIDc 0.063 0.001 -0.021
## OFTP_c:m_PID t_PID: OFTP_:_.:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc 0.057
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.037 -0.002
## OFTP_c:thinking_PIDc:meaning_PIDc 0.220 0.007 0.072
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.12385372 -0.43261446 0.06881749 0.50735082 4.77159500
##
## Number of Observations: 2893
## Number of Groups: 203#covariates
oemod3c <- lme(engaged ~ OFTP_c*thinking_day.grandc*meaning_day.grandc + OFTP_c*thinking_PIDc*meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(oemod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9128.134 9288.939 -4537.067
##
## Random effects:
## Formula: ~1 + thinking_PIDc + meaning_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.8891766 (Intr) th_PID
## thinking_PIDc 0.1014661 0.119
## meaning_PIDc 0.2298401 -0.213 -0.406
## Residual 1.0403080
##
## Fixed effects: engaged ~ OFTP_c * thinking_day.grandc * meaning_day.grandc + OFTP_c * thinking_PIDc * meaning_PIDc + age_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF
## (Intercept) 5.238202 0.11540187 2665
## OFTP_c 0.100342 0.07038890 187
## thinking_day.grandc 0.083180 0.06818154 187
## meaning_day.grandc 0.464724 0.07415648 187
## thinking_PIDc 0.067946 0.01895771 2665
## meaning_PIDc 0.285507 0.02828577 2665
## age_c 0.005733 0.00632568 187
## edu_c -0.078044 0.08151435 187
## sex_bin 0.107253 0.13810903 187
## race_bin -0.180679 0.14155153 187
## work_bin -0.012417 0.15497007 187
## inc_c -0.025622 0.06027468 187
## OFTP_c:thinking_day.grandc 0.026180 0.05328233 187
## OFTP_c:meaning_day.grandc -0.039277 0.04875677 187
## thinking_day.grandc:meaning_day.grandc -0.042915 0.03695088 187
## OFTP_c:thinking_PIDc -0.000308 0.01246102 2665
## OFTP_c:meaning_PIDc -0.012166 0.02041201 2665
## thinking_PIDc:meaning_PIDc 0.004690 0.01229089 2665
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.023480 0.02317099 187
## OFTP_c:thinking_PIDc:meaning_PIDc -0.007548 0.00897584 2665
## t-value p-value
## (Intercept) 45.39097 0.0000
## OFTP_c 1.42553 0.1557
## thinking_day.grandc 1.21998 0.2240
## meaning_day.grandc 6.26680 0.0000
## thinking_PIDc 3.58410 0.0003
## meaning_PIDc 10.09367 0.0000
## age_c 0.90630 0.3659
## edu_c -0.95743 0.3396
## sex_bin 0.77658 0.4384
## race_bin -1.27642 0.2034
## work_bin -0.08012 0.9362
## inc_c -0.42508 0.6713
## OFTP_c:thinking_day.grandc 0.49135 0.6238
## OFTP_c:meaning_day.grandc -0.80556 0.4215
## thinking_day.grandc:meaning_day.grandc -1.16141 0.2470
## OFTP_c:thinking_PIDc -0.02474 0.9803
## OFTP_c:meaning_PIDc -0.59604 0.5512
## thinking_PIDc:meaning_PIDc 0.38160 0.7028
## OFTP_c:thinking_day.grandc:meaning_day.grandc 1.01333 0.3122
## OFTP_c:thinking_PIDc:meaning_PIDc -0.84094 0.4005
## Correlation:
## (Intr) OFTP_c thnk_. mnng_.
## OFTP_c 0.097
## thinking_day.grandc 0.102 0.084
## meaning_day.grandc -0.146 -0.309 -0.570
## thinking_PIDc 0.028 0.009 -0.006 0.000
## meaning_PIDc -0.091 -0.023 0.009 0.023
## age_c 0.011 0.403 0.002 -0.285
## edu_c -0.042 -0.052 -0.045 -0.044
## sex_bin -0.498 -0.022 -0.107 0.131
## race_bin -0.408 -0.043 -0.002 -0.098
## work_bin -0.367 -0.015 0.151 -0.092
## inc_c -0.100 -0.024 -0.127 0.063
## OFTP_c:thinking_day.grandc -0.006 0.314 -0.048 -0.054
## OFTP_c:meaning_day.grandc -0.039 -0.313 -0.008 -0.017
## thinking_day.grandc:meaning_day.grandc -0.225 -0.074 -0.286 0.429
## OFTP_c:thinking_PIDc 0.005 0.031 -0.003 0.002
## OFTP_c:meaning_PIDc -0.019 -0.127 -0.011 0.018
## thinking_PIDc:meaning_PIDc -0.097 -0.032 -0.002 0.038
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.118 -0.452 -0.144 -0.068
## OFTP_c:thinking_PIDc:meaning_PIDc -0.024 -0.130 -0.017 0.020
## th_PID mn_PID age_c edu_c
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc -0.403
## age_c -0.002 0.005
## edu_c 0.003 -0.001 0.068
## sex_bin 0.004 -0.011 -0.180 -0.002
## race_bin 0.001 0.007 0.163 -0.036
## work_bin 0.007 -0.001 -0.059 0.226
## inc_c -0.009 0.003 -0.119 -0.328
## OFTP_c:thinking_day.grandc 0.003 -0.018 -0.017 -0.056
## OFTP_c:meaning_day.grandc 0.002 0.017 0.066 0.037
## thinking_day.grandc:meaning_day.grandc -0.007 0.023 0.081 -0.061
## OFTP_c:thinking_PIDc -0.034 -0.024 0.003 -0.005
## OFTP_c:meaning_PIDc -0.037 0.102 -0.005 0.009
## thinking_PIDc:meaning_PIDc -0.086 0.207 0.008 0.006
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.000 0.002 0.004 0.033
## OFTP_c:thinking_PIDc:meaning_PIDc -0.051 0.064 -0.002 0.007
## sex_bn rac_bn wrk_bn inc_c
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin -0.034
## work_bin 0.051 0.024
## inc_c 0.157 0.008 0.012
## OFTP_c:thinking_day.grandc 0.086 0.042 0.086 0.072
## OFTP_c:meaning_day.grandc -0.066 -0.086 -0.078 -0.067
## thinking_day.grandc:meaning_day.grandc 0.020 -0.052 -0.184 0.029
## OFTP_c:thinking_PIDc -0.001 -0.001 0.000 0.007
## OFTP_c:meaning_PIDc -0.006 0.010 0.007 -0.001
## thinking_PIDc:meaning_PIDc -0.015 0.021 0.013 -0.015
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.007 0.027 0.074 -0.045
## OFTP_c:thinking_PIDc:meaning_PIDc -0.010 0.010 0.010 0.017
## OFTP_c:t_. OFTP_c:m_. t_.:_.
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc -0.612
## thinking_day.grandc:meaning_day.grandc -0.262 -0.022
## OFTP_c:thinking_PIDc -0.009 0.008 0.000
## OFTP_c:meaning_PIDc -0.011 0.032 -0.002
## thinking_PIDc:meaning_PIDc -0.022 0.021 0.034
## OFTP_c:thinking_day.grandc:meaning_day.grandc -0.238 0.620 0.018
## OFTP_c:thinking_PIDc:meaning_PIDc -0.045 0.062 0.001
## OFTP_c:t_PID OFTP_c:m_PID t_PID:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc -0.343
## thinking_PIDc:meaning_PIDc -0.041 0.059
## OFTP_c:thinking_day.grandc:meaning_day.grandc 0.006 0.037 0.002
## OFTP_c:thinking_PIDc:meaning_PIDc -0.023 0.222 0.013
## OFTP_:_.:
## OFTP_c
## thinking_day.grandc
## meaning_day.grandc
## thinking_PIDc
## meaning_PIDc
## age_c
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## OFTP_c:thinking_day.grandc
## OFTP_c:meaning_day.grandc
## thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc
## OFTP_c:meaning_PIDc
## thinking_PIDc:meaning_PIDc
## OFTP_c:thinking_day.grandc:meaning_day.grandc
## OFTP_c:thinking_PIDc:meaning_PIDc 0.072
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.12055705 -0.43091980 0.06731846 0.50666105 4.79715282
##
## Number of Observations: 2872
## Number of Groups: 201#AGE and ECE as predictors #HAPPY mod1
ehmod1 <- lme(happy ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ehmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8740.422 8794.18 -4361.211
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2645041 (Intr)
## thinking_PIDc 0.1808194 -0.002
## Residual 0.9440942
##
## Fixed effects: happy ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.940662 0.09054632 2703 54.56502 0.0000
## age_c 0.013220 0.00716357 199 1.84543 0.0665
## NFC_c 0.304085 0.08811915 199 3.45083 0.0007
## thinking_day.grandc 0.424805 0.06993975 199 6.07386 0.0000
## thinking_PIDc -0.065279 0.01951426 2703 -3.34517 0.0008
## Correlation:
## (Intr) age_c NFC_c thnk_.
## age_c 0.014
## NFC_c 0.017 -0.063
## thinking_day.grandc -0.004 -0.109 -0.192
## thinking_PIDc -0.001 0.000 0.000 0.000
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.71610479 -0.51794155 0.05174599 0.47959477 3.82581212
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
ehmod1c <- lme(happy ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ehmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8682.908 8766.406 -4327.454
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2661168 (Intr)
## thinking_PIDc 0.1801179 -0.017
## Residual 0.9425441
##
## Fixed effects: happy ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.935506 0.15421911 2684 32.00320 0.0000
## age_c 0.016882 0.00753541 192 2.24036 0.0262
## NFC_c 0.282564 0.09242075 192 3.05736 0.0026
## thinking_day.grandc 0.432802 0.07324993 192 5.90857 0.0000
## thinking_PIDc -0.067952 0.01952866 2684 -3.47958 0.0005
## edu_c 0.021337 0.11316461 192 0.18855 0.8506
## sex_bin -0.352075 0.19201329 192 -1.83360 0.0683
## race_bin 0.246325 0.19434926 192 1.26744 0.2065
## work_bin 0.189327 0.20848830 192 0.90810 0.3650
## inc_c 0.011756 0.08576697 192 0.13707 0.8911
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn rac_bn
## age_c 0.008
## NFC_c -0.107 -0.062
## thinking_day.grandc -0.004 -0.134 -0.145
## thinking_PIDc -0.006 0.000 0.000 0.000
## edu_c -0.065 0.098 0.024 -0.111 0.000
## sex_bin -0.519 -0.166 0.145 -0.044 0.000 0.011
## race_bin -0.448 0.212 0.054 -0.081 0.000 -0.045 -0.022
## work_bin -0.435 -0.040 0.046 0.159 0.000 0.222 0.053 -0.013
## inc_c -0.065 -0.084 -0.225 -0.093 0.001 -0.322 0.109 -0.005
## wrk_bn
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.005
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.73146976 -0.51530682 0.04215543 0.48553572 3.82189797
##
## Number of Observations: 2886
## Number of Groups: 201#happy mod2
ehmod2 <- lme(happy ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ehmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8778.507 8862.107 -4375.254
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2495040 (Intr)
## thinking_PIDc 0.1801129 -0.016
## Residual 0.9442545
##
## Fixed effects: happy ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.997460 0.09188755 2701 54.38669 0.0000
## age_c 0.010880 0.00721518 196 1.50797 0.1332
## NFC_c 0.194839 0.09645147 196 2.02007 0.0447
## thinking_day.grandc 0.412990 0.07026336 196 5.87774 0.0000
## thinking_PIDc -0.065553 0.01949167 2701 -3.36314 0.0008
## age_c:NFC_c -0.005953 0.00801526 196 -0.74275 0.4585
## age_c:thinking_day.grandc -0.005816 0.00527012 196 -1.10364 0.2711
## NFC_c:thinking_day.grandc -0.143452 0.06661983 196 -2.15329 0.0325
## age_c:thinking_PIDc -0.000725 0.00157750 2701 -0.45946 0.6459
## NFC_c:thinking_PIDc 0.022905 0.01744843 2701 1.31272 0.1894
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID a_:NFC ag_:_.
## age_c -0.015
## NFC_c -0.075 -0.023
## thinking_day.grandc -0.015 -0.114 -0.122
## thinking_PIDc -0.010 0.000 0.000 0.001
## age_c:NFC_c -0.042 -0.080 0.232 0.176 0.000
## age_c:thinking_day.grandc -0.099 0.004 0.122 -0.044 0.001 -0.215
## NFC_c:thinking_day.grandc -0.182 0.183 0.275 0.002 0.000 -0.148 0.017
## age_c:thinking_PIDc 0.000 -0.010 0.000 0.001 0.039 0.000 0.000
## NFC_c:thinking_PIDc 0.000 0.001 -0.010 0.000 -0.001 0.000 -0.001
## NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc -0.001
## NFC_c:thinking_PIDc -0.001 -0.044
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.70777700 -0.51528270 0.04938092 0.47836235 3.85301050
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
ehmod2c <- lme(happy ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ehmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8721.831 8835.117 -4341.916
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2534842 (Intr)
## thinking_PIDc 0.1793656 -0.025
## Residual 0.9427246
##
## Fixed effects: happy ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.942184 0.15295989 2682 32.31033 0.0000
## age_c 0.013667 0.00761546 189 1.79461 0.0743
## NFC_c 0.187800 0.09984683 189 1.88088 0.0615
## thinking_day.grandc 0.428528 0.07396545 189 5.79363 0.0000
## thinking_PIDc -0.068205 0.01949998 2682 -3.49769 0.0005
## edu_c 0.016783 0.11208854 189 0.14973 0.8811
## sex_bin -0.271788 0.19356758 189 -1.40410 0.1619
## race_bin 0.238205 0.19274471 189 1.23586 0.2180
## work_bin 0.253029 0.20872051 189 1.21229 0.2269
## inc_c 0.010624 0.08522232 189 0.12466 0.9009
## age_c:NFC_c -0.004086 0.00811609 189 -0.50346 0.6152
## age_c:thinking_day.grandc -0.005773 0.00537810 189 -1.07340 0.2845
## NFC_c:thinking_day.grandc -0.144419 0.06750601 189 -2.13935 0.0337
## age_c:thinking_PIDc -0.000592 0.00157677 2682 -0.37545 0.7074
## NFC_c:thinking_PIDc 0.022826 0.01739563 2682 1.31218 0.1896
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn
## age_c 0.004
## NFC_c -0.108 -0.012
## thinking_day.grandc -0.010 -0.139 -0.089
## thinking_PIDc -0.009 0.000 0.000 0.001
## edu_c -0.065 0.100 0.024 -0.111 0.000
## sex_bin -0.509 -0.177 0.063 -0.055 -0.001 0.010
## race_bin -0.447 0.205 0.064 -0.070 0.000 -0.045 -0.028
## work_bin -0.432 -0.062 0.011 0.166 0.000 0.217 0.071
## inc_c -0.063 -0.074 -0.216 -0.106 0.001 -0.320 0.109
## age_c:NFC_c -0.024 -0.056 0.238 0.193 0.000 -0.009 -0.084
## age_c:thinking_day.grandc 0.040 0.038 0.096 -0.071 0.001 0.008 -0.119
## NFC_c:thinking_day.grandc -0.029 0.195 0.246 -0.026 0.000 0.015 -0.079
## age_c:thinking_PIDc 0.000 -0.015 0.001 0.001 0.034 0.001 0.000
## NFC_c:thinking_PIDc 0.000 0.001 -0.015 0.001 -0.001 0.000 0.001
## rac_bn wrk_bn inc_c a_:NFC ag_:_. NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.011
## inc_c -0.008 -0.002
## age_c:NFC_c 0.052 0.046 -0.077
## age_c:thinking_day.grandc 0.001 -0.111 0.031 -0.211
## NFC_c:thinking_day.grandc -0.006 -0.099 0.032 -0.149 0.042
## age_c:thinking_PIDc 0.000 0.000 0.000 0.000 0.001 -0.001
## NFC_c:thinking_PIDc -0.001 0.000 -0.001 0.000 -0.002 -0.001 -0.044
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.72087256 -0.51095500 0.04482017 0.47522356 3.85394993
##
## Number of Observations: 2886
## Number of Groups: 201#happy mod3
ehmod3 <- lme(happy ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ehmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8801.831 8897.362 -4384.915
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2528150 (Intr)
## thinking_PIDc 0.1814106 -0.015
## Residual 0.9441818
##
## Fixed effects: happy ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.998005 0.09246473 2700 54.05310 0.0000
## age_c 0.010776 0.00737509 195 1.46110 0.1456
## NFC_c 0.195357 0.09683981 195 2.01732 0.0450
## thinking_day.grandc 0.413166 0.07050279 195 5.86028 0.0000
## thinking_PIDc -0.064961 0.01959128 2700 -3.31579 0.0009
## age_c:NFC_c -0.005694 0.00860788 195 -0.66152 0.5091
## age_c:thinking_day.grandc -0.005806 0.00528607 195 -1.09831 0.2734
## NFC_c:thinking_day.grandc -0.141199 0.07374592 195 -1.91466 0.0570
## age_c:thinking_PIDc -0.000668 0.00158867 2700 -0.42070 0.6740
## NFC_c:thinking_PIDc 0.020116 0.01857156 2700 1.08315 0.2788
## age_c:NFC_c:thinking_day.grandc 0.000404 0.00556969 195 0.07253 0.9423
## age_c:NFC_c:thinking_PIDc -0.000734 0.00164918 2700 -0.44489 0.6564
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID ag_:NFC_
## age_c -0.031
## NFC_c -0.070 -0.033
## thinking_day.grandc -0.012 -0.120 -0.120
## thinking_PIDc -0.010 0.000 0.000 0.001
## age_c:NFC_c -0.008 -0.143 0.236 0.179 0.001
## age_c:thinking_day.grandc -0.096 -0.003 0.123 -0.042 0.001 -0.190
## NFC_c:thinking_day.grandc -0.128 0.080 0.272 0.019 0.000 0.027
## age_c:thinking_PIDc 0.000 -0.010 0.001 0.001 0.043 0.001
## NFC_c:thinking_PIDc 0.000 0.001 -0.010 0.000 -0.019 -0.003
## age_c:NFC_c:thinking_day.grandc 0.086 -0.195 0.054 0.041 0.000 0.358
## age_c:NFC_c:thinking_PIDc 0.000 0.001 -0.003 -0.001 -0.054 -0.010
## ag_:_. NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc 0.029
## age_c:thinking_PIDc 0.000 0.000
## NFC_c:thinking_PIDc 0.000 0.000 -0.069
## age_c:NFC_c:thinking_day.grandc 0.031 0.424 0.001 0.000
## age_c:NFC_c:thinking_PIDc 0.001 0.000 -0.083 0.332 -0.002
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.70678080 -0.51204437 0.04815662 0.47766105 3.82991261
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
ehmod3c <- lme(happy ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc| PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ehmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8744.99 8870.186 -4351.495
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2565585 (Intr)
## thinking_PIDc 0.1806723 -0.026
## Residual 0.9426500
##
## Fixed effects: happy ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.940987 0.15335299 2681 32.21970 0.0000
## age_c 0.013220 0.00773252 188 1.70970 0.0890
## NFC_c 0.188956 0.10012193 188 1.88726 0.0607
## thinking_day.grandc 0.428788 0.07414061 188 5.78344 0.0000
## thinking_PIDc -0.067615 0.01960054 2681 -3.44965 0.0006
## edu_c 0.018384 0.11244547 188 0.16349 0.8703
## sex_bin -0.272733 0.19403964 188 -1.40555 0.1615
## race_bin 0.248455 0.19530163 188 1.27216 0.2049
## work_bin 0.255215 0.20929889 188 1.21938 0.2242
## inc_c 0.014736 0.08614609 188 0.17106 0.8644
## age_c:NFC_c -0.002900 0.00872401 188 -0.33241 0.7399
## age_c:thinking_day.grandc -0.005703 0.00539468 188 -1.05712 0.2918
## NFC_c:thinking_day.grandc -0.132797 0.07509283 188 -1.76844 0.0786
## age_c:thinking_PIDc -0.000536 0.00158793 2681 -0.33748 0.7358
## NFC_c:thinking_PIDc 0.020095 0.01851592 2681 1.08531 0.2779
## age_c:NFC_c:thinking_day.grandc 0.002051 0.00572153 188 0.35841 0.7204
## age_c:NFC_c:thinking_PIDc -0.000721 0.00164417 2681 -0.43875 0.6609
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c
## age_c 0.007
## NFC_c -0.108 -0.016
## thinking_day.grandc -0.010 -0.139 -0.089
## thinking_PIDc -0.009 0.000 0.000 0.001
## edu_c -0.066 0.092 0.026 -0.111 0.000
## sex_bin -0.509 -0.172 0.063 -0.055 -0.001 0.009
## race_bin -0.445 0.177 0.068 -0.068 0.000 -0.039
## work_bin -0.432 -0.066 0.012 0.166 0.000 0.218
## inc_c -0.065 -0.093 -0.210 -0.105 0.001 -0.312
## age_c:NFC_c -0.030 -0.109 0.232 0.182 0.001 0.006
## age_c:thinking_day.grandc 0.039 0.032 0.097 -0.071 0.001 0.010
## NFC_c:thinking_day.grandc -0.035 0.104 0.234 -0.021 0.000 0.032
## age_c:thinking_PIDc 0.000 -0.015 0.001 0.001 0.038 0.001
## NFC_c:thinking_PIDc 0.000 0.001 -0.016 0.000 -0.019 0.000
## age_c:NFC_c:thinking_day.grandc -0.021 -0.160 0.028 0.006 -0.001 0.041
## age_c:NFC_c:thinking_PIDc 0.001 0.002 -0.004 -0.001 -0.054 0.000
## sex_bn rac_bn wrk_bn inc_c ag_:NFC_ ag_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin -0.029
## work_bin 0.071 -0.007
## inc_c 0.107 0.011 0.002
## age_c:NFC_c -0.083 0.101 0.053 -0.025
## age_c:thinking_day.grandc -0.119 0.006 -0.110 0.036 -0.183
## NFC_c:thinking_day.grandc -0.077 0.059 -0.077 0.084 0.031 0.054
## age_c:thinking_PIDc 0.000 0.000 0.001 0.000 0.001 0.001
## NFC_c:thinking_PIDc 0.001 -0.001 0.000 -0.001 -0.005 -0.001
## age_c:NFC_c:thinking_day.grandc -0.014 0.146 0.029 0.129 0.361 0.038
## age_c:NFC_c:thinking_PIDc 0.000 0.000 -0.001 -0.001 -0.016 0.002
## NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc 0.000
## NFC_c:thinking_PIDc -0.001 -0.069
## age_c:NFC_c:thinking_day.grandc 0.434 0.002 0.000
## age_c:NFC_c:thinking_PIDc 0.000 -0.083 0.332 -0.003
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.72024914 -0.50712415 0.04609254 0.47480084 3.82671657
##
## Number of Observations: 2886
## Number of Groups: 201#PROUD mod1
epmod1 <- lme(proud ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(epmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8750.58 8804.339 -4366.29
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.4005021 (Intr)
## thinking_PIDc 0.1665343 -0.032
## Residual 0.9413160
##
## Fixed effects: proud ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.059958 0.09991574 2703 40.63382 0.0000
## age_c 0.008533 0.00790211 199 1.07984 0.2815
## NFC_c 0.334059 0.09722446 199 3.43595 0.0007
## thinking_day.grandc 0.639897 0.07716846 199 8.29221 0.0000
## thinking_PIDc 0.036703 0.01870614 2703 1.96206 0.0499
## Correlation:
## (Intr) age_c NFC_c thnk_.
## age_c 0.014
## NFC_c 0.017 -0.063
## thinking_day.grandc -0.004 -0.109 -0.192
## thinking_PIDc -0.020 0.001 0.000 0.001
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.01072194 -0.46202886 0.01145404 0.52625053 4.59974797
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
epmod1c <- lme(proud ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(epmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8690.015 8773.513 -4331.007
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.3719154 (Intr)
## thinking_PIDc 0.1674835 -0.047
## Residual 0.9406302
##
## Fixed effects: proud ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.082338 0.16657888 2684 24.506933 0.0000
## age_c 0.014886 0.00813763 192 1.829269 0.0689
## NFC_c 0.296685 0.09981300 192 2.972408 0.0033
## thinking_day.grandc 0.647853 0.07912012 192 8.188223 0.0000
## thinking_PIDc 0.035838 0.01881389 2684 1.904881 0.0569
## edu_c -0.154083 0.12222473 192 -1.260649 0.2090
## sex_bin -0.566592 0.20737604 192 -2.732194 0.0069
## race_bin 0.526707 0.20991550 192 2.509140 0.0129
## work_bin 0.037149 0.22518209 192 0.164973 0.8691
## inc_c 0.044890 0.09262940 192 0.484620 0.6285
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn rac_bn
## age_c 0.008
## NFC_c -0.107 -0.062
## thinking_day.grandc -0.004 -0.134 -0.145
## thinking_PIDc -0.016 0.001 -0.001 0.001
## edu_c -0.065 0.098 0.024 -0.111 0.000
## sex_bin -0.519 -0.166 0.144 -0.044 -0.001 0.011
## race_bin -0.447 0.212 0.054 -0.081 0.000 -0.045 -0.022
## work_bin -0.435 -0.040 0.046 0.159 0.000 0.222 0.053 -0.013
## inc_c -0.065 -0.084 -0.225 -0.093 0.001 -0.322 0.109 -0.005
## wrk_bn
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.005
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.019927157 -0.457097221 0.002912442 0.528816038 4.623871209
##
## Number of Observations: 2886
## Number of Groups: 201#proud mod2
epmod2 <- lme(proud ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(epmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8787.999 8871.599 -4380
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.4018528 (Intr)
## thinking_PIDc 0.1616982 -0.017
## Residual 0.9412367
##
## Fixed effects: proud ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.093983 0.10266439 2701 39.87734 0.0000
## age_c 0.006521 0.00805962 196 0.80907 0.4195
## NFC_c 0.280980 0.10774924 196 2.60772 0.0098
## thinking_day.grandc 0.637721 0.07850210 196 8.12362 0.0000
## thinking_PIDc 0.034797 0.01846328 2701 1.88465 0.0596
## age_c:NFC_c 0.000979 0.00895360 196 0.10931 0.9131
## age_c:thinking_day.grandc -0.001481 0.00588716 196 -0.25165 0.8016
## NFC_c:thinking_day.grandc -0.119454 0.07443400 196 -1.60484 0.1101
## age_c:thinking_PIDc -0.002866 0.00149503 2701 -1.91716 0.0553
## NFC_c:thinking_PIDc -0.028646 0.01642191 2701 -1.74439 0.0812
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID a_:NFC ag_:_.
## age_c -0.015
## NFC_c -0.075 -0.023
## thinking_day.grandc -0.016 -0.114 -0.122
## thinking_PIDc -0.010 0.000 0.000 0.001
## age_c:NFC_c -0.042 -0.080 0.232 0.176 0.000
## age_c:thinking_day.grandc -0.100 0.003 0.122 -0.044 0.001 -0.215
## NFC_c:thinking_day.grandc -0.182 0.183 0.275 0.002 0.000 -0.148 0.017
## age_c:thinking_PIDc 0.000 -0.010 0.000 0.001 0.043 0.000 0.000
## NFC_c:thinking_PIDc 0.000 0.001 -0.010 0.000 -0.001 0.000 -0.001
## NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc -0.001
## NFC_c:thinking_PIDc -0.001 -0.041
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.12892962 -0.45049223 0.02555929 0.52678110 4.56369982
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
epmod2c <- lme(proud ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(epmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8727.991 8841.277 -4344.996
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.3743733 (Intr)
## thinking_PIDc 0.1627488 -0.038
## Residual 0.9405713
##
## Fixed effects: proud ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.088147 0.16712727 2682 24.461277 0.0000
## age_c 0.012788 0.00832036 189 1.537010 0.1260
## NFC_c 0.270582 0.10908587 189 2.480446 0.0140
## thinking_day.grandc 0.654432 0.08081871 189 8.097535 0.0000
## thinking_PIDc 0.034185 0.01857093 2682 1.840805 0.0658
## edu_c -0.156498 0.12247629 189 -1.277783 0.2029
## sex_bin -0.548402 0.21148979 189 -2.593041 0.0103
## race_bin 0.533491 0.21060882 189 2.533090 0.0121
## work_bin 0.070703 0.22805848 189 0.310020 0.7569
## inc_c 0.038157 0.09311271 189 0.409797 0.6824
## age_c:NFC_c 0.004345 0.00886618 189 0.490054 0.6247
## age_c:thinking_day.grandc -0.000173 0.00587567 189 -0.029359 0.9766
## NFC_c:thinking_day.grandc -0.111652 0.07376166 189 -1.513685 0.1318
## age_c:thinking_PIDc -0.002798 0.00150237 2682 -1.862561 0.0626
## NFC_c:thinking_PIDc -0.028483 0.01647282 2682 -1.729121 0.0839
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn
## age_c 0.004
## NFC_c -0.108 -0.012
## thinking_day.grandc -0.010 -0.140 -0.089
## thinking_PIDc -0.013 0.000 0.000 0.001
## edu_c -0.065 0.100 0.024 -0.111 0.000
## sex_bin -0.509 -0.176 0.063 -0.055 -0.001 0.010
## race_bin -0.447 0.205 0.064 -0.070 0.000 -0.045 -0.028
## work_bin -0.431 -0.062 0.011 0.166 0.000 0.217 0.071
## inc_c -0.063 -0.073 -0.215 -0.106 0.001 -0.320 0.109
## age_c:NFC_c -0.024 -0.056 0.238 0.193 0.001 -0.010 -0.084
## age_c:thinking_day.grandc 0.039 0.038 0.096 -0.071 0.002 0.008 -0.119
## NFC_c:thinking_day.grandc -0.029 0.195 0.246 -0.026 0.001 0.015 -0.080
## age_c:thinking_PIDc 0.000 -0.021 0.001 0.001 0.038 0.001 0.000
## NFC_c:thinking_PIDc 0.000 0.001 -0.022 0.001 0.000 0.000 0.002
## rac_bn wrk_bn inc_c a_:NFC ag_:_. NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.012
## inc_c -0.008 -0.002
## age_c:NFC_c 0.052 0.046 -0.077
## age_c:thinking_day.grandc 0.001 -0.111 0.032 -0.212
## NFC_c:thinking_day.grandc -0.006 -0.099 0.032 -0.150 0.042
## age_c:thinking_PIDc 0.000 0.001 0.000 -0.001 0.001 -0.001
## NFC_c:thinking_PIDc -0.001 0.000 -0.002 0.000 -0.002 -0.002 -0.042
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.13322668 -0.45325483 0.01358547 0.53061671 4.59087908
##
## Number of Observations: 2886
## Number of Groups: 201#proud mod3
epmod3 <- lme(proud ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(epmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8809.943 8905.475 -4388.972
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.4052137 (Intr)
## thinking_PIDc 0.1610702 -0.015
## Residual 0.9412691
##
## Fixed effects: proud ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.091377 0.10328545 2700 39.61233 0.0000
## age_c 0.007015 0.00823730 195 0.85165 0.3955
## NFC_c 0.278858 0.10815442 195 2.57833 0.0107
## thinking_day.grandc 0.636644 0.07875227 195 8.08413 0.0000
## thinking_PIDc 0.033637 0.01845398 2700 1.82278 0.0684
## age_c:NFC_c -0.000171 0.00961004 195 -0.01779 0.9858
## age_c:thinking_day.grandc -0.001530 0.00590368 195 -0.25920 0.7958
## NFC_c:thinking_day.grandc -0.129909 0.08235756 195 -1.57738 0.1163
## age_c:thinking_PIDc -0.003011 0.00149753 2700 -2.01094 0.0444
## NFC_c:thinking_PIDc -0.021850 0.01737922 2700 -1.25725 0.2088
## age_c:NFC_c:thinking_day.grandc -0.001880 0.00621816 195 -0.30229 0.7628
## age_c:NFC_c:thinking_PIDc 0.001827 0.00154257 2700 1.18442 0.2364
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID ag_:NFC_
## age_c -0.032
## NFC_c -0.070 -0.033
## thinking_day.grandc -0.012 -0.120 -0.120
## thinking_PIDc -0.009 0.000 0.000 0.001
## age_c:NFC_c -0.008 -0.143 0.235 0.179 0.001
## age_c:thinking_day.grandc -0.097 -0.003 0.123 -0.043 0.001 -0.190
## NFC_c:thinking_day.grandc -0.128 0.080 0.271 0.019 0.000 0.026
## age_c:thinking_PIDc 0.000 -0.009 0.001 0.001 0.047 0.001
## NFC_c:thinking_PIDc 0.000 0.001 -0.009 0.000 -0.017 -0.003
## age_c:NFC_c:thinking_day.grandc 0.086 -0.196 0.053 0.041 0.000 0.358
## age_c:NFC_c:thinking_PIDc 0.000 0.001 -0.003 -0.001 -0.051 -0.009
## ag_:_. NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc 0.029
## age_c:thinking_PIDc 0.000 0.000
## NFC_c:thinking_PIDc 0.000 0.000 -0.066
## age_c:NFC_c:thinking_day.grandc 0.031 0.423 0.001 0.000
## age_c:NFC_c:thinking_PIDc 0.001 0.000 -0.083 0.333 -0.002
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.14320888 -0.45350853 0.02971657 0.52464894 4.59625388
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
epmod3c <- lme(proud ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc| PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(epmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 8750.009 8875.205 -4354.004
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.3780710 (Intr)
## thinking_PIDc 0.1621154 -0.036
## Residual 0.9406059
##
## Fixed effects: proud ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.087752 0.16760331 2681 24.389450 0.0000
## age_c 0.012683 0.00845098 188 1.500781 0.1351
## NFC_c 0.270171 0.10941311 188 2.469276 0.0144
## thinking_day.grandc 0.654293 0.08103290 188 8.074416 0.0000
## thinking_PIDc 0.033005 0.01856165 2681 1.778114 0.0755
## edu_c -0.155860 0.12290208 188 -1.268164 0.2063
## sex_bin -0.548317 0.21206731 188 -2.585582 0.0105
## race_bin 0.536934 0.21346314 188 2.515348 0.0127
## work_bin 0.071012 0.22875866 188 0.310423 0.7566
## inc_c 0.038895 0.09415418 188 0.413095 0.6800
## age_c:NFC_c 0.004423 0.00953131 188 0.464080 0.6431
## age_c:thinking_day.grandc -0.000136 0.00589539 188 -0.023128 0.9816
## NFC_c:thinking_day.grandc -0.108191 0.08205815 188 -1.318464 0.1890
## age_c:thinking_PIDc -0.002942 0.00150481 2681 -1.955292 0.0507
## NFC_c:thinking_PIDc -0.021680 0.01743238 2681 -1.243636 0.2137
## age_c:NFC_c:thinking_day.grandc 0.000578 0.00625099 188 0.092490 0.9264
## age_c:NFC_c:thinking_PIDc 0.001827 0.00154727 2681 1.180710 0.2378
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c
## age_c 0.007
## NFC_c -0.108 -0.016
## thinking_day.grandc -0.010 -0.139 -0.089
## thinking_PIDc -0.012 0.000 0.000 0.001
## edu_c -0.066 0.092 0.025 -0.111 0.000
## sex_bin -0.509 -0.172 0.063 -0.055 -0.001 0.009
## race_bin -0.445 0.177 0.068 -0.068 0.000 -0.039
## work_bin -0.432 -0.066 0.012 0.166 0.000 0.218
## inc_c -0.065 -0.092 -0.210 -0.105 0.001 -0.312
## age_c:NFC_c -0.030 -0.109 0.232 0.182 0.001 0.006
## age_c:thinking_day.grandc 0.038 0.031 0.097 -0.071 0.001 0.009
## NFC_c:thinking_day.grandc -0.035 0.104 0.234 -0.021 0.000 0.031
## age_c:thinking_PIDc 0.000 -0.020 0.001 0.001 0.042 0.001
## NFC_c:thinking_PIDc 0.000 0.001 -0.021 0.000 -0.017 0.000
## age_c:NFC_c:thinking_day.grandc -0.021 -0.160 0.027 0.006 -0.001 0.041
## age_c:NFC_c:thinking_PIDc 0.001 0.002 -0.006 -0.002 -0.051 0.000
## sex_bn rac_bn wrk_bn inc_c ag_:NFC_ ag_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin -0.029
## work_bin 0.070 -0.007
## inc_c 0.107 0.011 0.002
## age_c:NFC_c -0.083 0.100 0.053 -0.025
## age_c:thinking_day.grandc -0.119 0.006 -0.110 0.036 -0.184
## NFC_c:thinking_day.grandc -0.078 0.058 -0.077 0.085 0.030 0.054
## age_c:thinking_PIDc 0.000 0.000 0.001 0.000 0.002 0.001
## NFC_c:thinking_PIDc 0.002 -0.001 0.000 -0.002 -0.007 -0.001
## age_c:NFC_c:thinking_day.grandc -0.014 0.146 0.029 0.130 0.360 0.038
## age_c:NFC_c:thinking_PIDc 0.000 0.000 -0.001 -0.002 -0.021 0.002
## NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc 0.000
## NFC_c:thinking_PIDc -0.001 -0.067
## age_c:NFC_c:thinking_day.grandc 0.433 0.002 0.000
## age_c:NFC_c:thinking_PIDc 0.000 -0.082 0.333 -0.004
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.14817177 -0.45685880 0.01565323 0.52987294 4.62381944
##
## Number of Observations: 2886
## Number of Groups: 201#CALM mod1
ecmod1 <- lme(calm ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ecmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9188.871 9242.629 -4585.435
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.1072909 (Intr)
## thinking_PIDc 0.1062073 0.4
## Residual 1.0510423
##
## Fixed effects: calm ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 5.244310 0.08022646 2703 65.36884 0.0000
## age_c 0.010266 0.00626037 199 1.63988 0.1026
## NFC_c 0.255847 0.07662613 199 3.33891 0.0010
## thinking_day.grandc 0.070294 0.06129906 199 1.14673 0.2529
## thinking_PIDc -0.113789 0.01684965 2703 -6.75322 0.0000
## Correlation:
## (Intr) age_c NFC_c thnk_.
## age_c 0.014
## NFC_c 0.017 -0.062
## thinking_day.grandc -0.003 -0.107 -0.192
## thinking_PIDc 0.172 -0.007 0.003 -0.006
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.7022707 -0.4299690 0.1070260 0.5471381 3.8214746
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
ecmod1c <- lme(calm ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ecmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9147.054 9230.552 -4559.527
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.1081961 (Intr)
## thinking_PIDc 0.1070559 0.403
## Residual 1.0525981
##
## Fixed effects: calm ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.165572 0.13529216 2684 38.18087 0.0000
## age_c 0.014962 0.00658253 192 2.27305 0.0241
## NFC_c 0.269446 0.08043890 192 3.34970 0.0010
## thinking_day.grandc 0.061032 0.06416167 192 0.95123 0.3427
## thinking_PIDc -0.113745 0.01695200 2684 -6.70983 0.0000
## edu_c 0.040292 0.09849488 192 0.40908 0.6829
## sex_bin -0.149745 0.16757642 192 -0.89359 0.3727
## race_bin 0.393285 0.16945262 192 2.32091 0.0213
## work_bin -0.012937 0.18163299 192 -0.07123 0.9433
## inc_c -0.065100 0.07477494 192 -0.87061 0.3851
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn rac_bn
## age_c 0.009
## NFC_c -0.106 -0.061
## thinking_day.grandc -0.004 -0.132 -0.145
## thinking_PIDc 0.096 -0.009 0.008 -0.004
## edu_c -0.063 0.100 0.024 -0.112 0.001
## sex_bin -0.517 -0.167 0.149 -0.044 0.014 0.010
## race_bin -0.445 0.212 0.051 -0.082 0.000 -0.045 -0.021
## work_bin -0.433 -0.040 0.044 0.159 0.002 0.220 0.054 -0.013
## inc_c -0.066 -0.085 -0.228 -0.092 -0.009 -0.324 0.108 -0.003
## wrk_bn
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.006
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.7064316 -0.4334339 0.1064971 0.5445153 3.8128626
##
## Number of Observations: 2886
## Number of Groups: 201#calm mod2
ecmod2 <- lme(calm ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ecmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9227.987 9311.587 -4599.994
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.1072579 (Intr)
## thinking_PIDc 0.1061139 0.478
## Residual 1.0506326
##
## Fixed effects: calm ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.281566 0.08227722 2701 64.19232 0.0000
## age_c 0.008929 0.00646378 196 1.38137 0.1687
## NFC_c 0.146907 0.08614207 196 1.70540 0.0897
## thinking_day.grandc 0.057887 0.06198140 196 0.93394 0.3515
## thinking_PIDc -0.114065 0.01682973 2701 -6.77757 0.0000
## age_c:NFC_c -0.005350 0.00700383 196 -0.76380 0.4459
## age_c:thinking_day.grandc -0.002342 0.00465554 196 -0.50311 0.6154
## NFC_c:thinking_day.grandc -0.101989 0.05865435 196 -1.73881 0.0836
## age_c:thinking_PIDc 0.000116 0.00136490 2701 0.08489 0.9324
## NFC_c:thinking_PIDc -0.034743 0.01452669 2701 -2.39167 0.0168
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID a_:NFC ag_:_.
## age_c -0.014
## NFC_c -0.072 -0.023
## thinking_day.grandc -0.014 -0.112 -0.122
## thinking_PIDc 0.203 0.004 -0.002 -0.010
## age_c:NFC_c -0.041 -0.076 0.228 0.174 -0.011
## age_c:thinking_day.grandc -0.098 0.005 0.124 -0.042 -0.013 -0.211
## NFC_c:thinking_day.grandc -0.179 0.181 0.273 0.001 -0.003 -0.146 0.019
## age_c:thinking_PIDc 0.002 0.197 -0.010 -0.012 0.060 0.008 -0.009
## NFC_c:thinking_PIDc -0.003 -0.015 0.215 -0.009 0.006 0.002 0.020
## NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc 0.008
## NFC_c:thinking_PIDc 0.021 -0.022
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.6769703 -0.4370697 0.1069915 0.5562733 3.7800016
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
ecmod2c <- lme(calm ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ecmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9186.881 9300.167 -4574.441
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.1093221 (Intr)
## thinking_PIDc 0.1073033 0.466
## Residual 1.0521215
##
## Fixed effects: calm ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.177229 0.13514560 2682 38.30853 0.0000
## age_c 0.012931 0.00680431 189 1.90046 0.0589
## NFC_c 0.173645 0.08905485 189 1.94986 0.0527
## thinking_day.grandc 0.056125 0.06521389 189 0.86063 0.3905
## thinking_PIDc -0.113935 0.01695288 2682 -6.72070 0.0000
## edu_c 0.033342 0.09800115 189 0.34022 0.7341
## sex_bin -0.103037 0.16982726 189 -0.60672 0.5448
## race_bin 0.376860 0.16893854 189 2.23075 0.0269
## work_bin 0.022943 0.18272903 189 0.12556 0.9002
## inc_c -0.070045 0.07470390 189 -0.93764 0.3496
## age_c:NFC_c -0.003671 0.00709429 189 -0.51741 0.6055
## age_c:thinking_day.grandc -0.002227 0.00474687 189 -0.46914 0.6395
## NFC_c:thinking_day.grandc -0.101882 0.05941229 189 -1.71484 0.0880
## age_c:thinking_PIDc 0.000069 0.00137360 2682 0.05012 0.9600
## NFC_c:thinking_PIDc -0.034276 0.01460859 2682 -2.34629 0.0190
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn
## age_c 0.004
## NFC_c -0.105 -0.012
## thinking_day.grandc -0.009 -0.137 -0.089
## thinking_PIDc 0.112 -0.001 0.002 -0.007
## edu_c -0.062 0.099 0.025 -0.112 0.001
## sex_bin -0.506 -0.174 0.063 -0.054 0.020 0.008
## race_bin -0.444 0.202 0.064 -0.071 -0.001 -0.045 -0.027
## work_bin -0.427 -0.062 0.009 0.165 0.004 0.214 0.072
## inc_c -0.064 -0.073 -0.215 -0.106 -0.009 -0.322 0.109
## age_c:NFC_c -0.023 -0.053 0.236 0.191 -0.011 -0.011 -0.084
## age_c:thinking_day.grandc 0.037 0.039 0.099 -0.070 -0.017 0.012 -0.118
## NFC_c:thinking_day.grandc -0.031 0.194 0.246 -0.027 -0.005 0.016 -0.079
## age_c:thinking_PIDc 0.002 0.183 -0.009 -0.013 0.056 -0.006 0.008
## NFC_c:thinking_PIDc 0.000 -0.008 0.199 -0.011 0.006 0.003 -0.023
## rac_bn wrk_bn inc_c a_:NFC ag_:_. NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.013
## inc_c -0.006 0.000
## age_c:NFC_c 0.052 0.043 -0.082
## age_c:thinking_day.grandc 0.002 -0.109 0.030 -0.207
## NFC_c:thinking_day.grandc -0.001 -0.102 0.029 -0.147 0.044
## age_c:thinking_PIDc -0.004 -0.009 0.003 0.006 -0.008 0.008
## NFC_c:thinking_PIDc 0.014 0.007 0.018 0.003 0.023 0.023 -0.023
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.6799278 -0.4434545 0.1041508 0.5462684 3.7697619
##
## Number of Observations: 2886
## Number of Groups: 201#calm mod3
ecmod3 <- lme(calm ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ecmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9249.113 9344.644 -4608.556
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.1097413 (Intr)
## thinking_PIDc 0.1045523 0.504
## Residual 1.0506407
##
## Fixed effects: calm ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 5.277812 0.08276449 2700 63.76903 0.0000
## age_c 0.009149 0.00660028 195 1.38620 0.1673
## NFC_c 0.154662 0.08661235 195 1.78568 0.0757
## thinking_day.grandc 0.058338 0.06209239 195 0.93954 0.3486
## thinking_PIDc -0.114969 0.01675391 2700 -6.86222 0.0000
## age_c:NFC_c -0.003425 0.00769958 195 -0.44488 0.6569
## age_c:thinking_day.grandc -0.002683 0.00466274 195 -0.57550 0.5656
## NFC_c:thinking_day.grandc -0.111944 0.06473956 195 -1.72914 0.0854
## age_c:thinking_PIDc -0.000061 0.00136236 2700 -0.04470 0.9644
## NFC_c:thinking_PIDc -0.026192 0.01527947 2700 -1.71418 0.0866
## age_c:NFC_c:thinking_day.grandc -0.001389 0.00491614 195 -0.28249 0.7779
## age_c:NFC_c:thinking_PIDc 0.002317 0.00135172 2700 1.71420 0.0866
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID ag_:NFC_
## age_c -0.030
## NFC_c -0.068 -0.034
## thinking_day.grandc -0.011 -0.118 -0.118
## thinking_PIDc 0.213 0.003 -0.004 -0.010
## age_c:NFC_c -0.009 -0.139 0.240 0.178 -0.014
## age_c:thinking_day.grandc -0.095 -0.001 0.123 -0.041 -0.013 -0.187
## NFC_c:thinking_day.grandc -0.125 0.079 0.268 0.019 0.001 0.028
## age_c:thinking_PIDc 0.001 0.207 -0.016 -0.015 0.063 -0.017
## NFC_c:thinking_PIDc -0.007 -0.019 0.234 -0.003 -0.003 0.073
## age_c:NFC_c:thinking_day.grandc 0.086 -0.192 0.054 0.044 0.008 0.358
## age_c:NFC_c:thinking_PIDc -0.012 -0.021 0.069 0.022 -0.027 0.229
## ag_:_. NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc 0.030
## age_c:thinking_PIDc -0.008 -0.001
## NFC_c:thinking_PIDc 0.011 0.018 -0.045
## age_c:NFC_c:thinking_day.grandc 0.028 0.422 -0.023 0.006
## age_c:NFC_c:thinking_PIDc -0.028 0.007 -0.075 0.326 0.047
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.6694201 -0.4349096 0.1059032 0.5521144 3.7636564
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
ecmod3c <- lme(calm ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc| PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ecmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9208.174 9333.37 -4583.087
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.1122487 (Intr)
## thinking_PIDc 0.1059712 0.489
## Residual 1.0520954
##
## Fixed effects: calm ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.176658 0.13536088 2681 38.24338 0.0000
## age_c 0.012818 0.00690746 188 1.85566 0.0651
## NFC_c 0.181622 0.08943281 188 2.03082 0.0437
## thinking_day.grandc 0.057671 0.06530480 188 0.88311 0.3783
## thinking_PIDc -0.114807 0.01688885 2681 -6.79781 0.0000
## edu_c 0.032351 0.09812491 188 0.32969 0.7420
## sex_bin -0.104776 0.16996881 188 -0.61644 0.5383
## race_bin 0.371300 0.17085534 188 2.17318 0.0310
## work_bin 0.026938 0.18291961 188 0.14727 0.8831
## inc_c -0.068949 0.07537444 188 -0.91475 0.3615
## age_c:NFC_c -0.001244 0.00779571 188 -0.15952 0.8734
## age_c:thinking_day.grandc -0.002522 0.00475768 188 -0.53007 0.5967
## NFC_c:thinking_day.grandc -0.105528 0.06593718 188 -1.60044 0.1112
## age_c:thinking_PIDc -0.000112 0.00137206 2681 -0.08131 0.9352
## NFC_c:thinking_PIDc -0.025851 0.01538426 2681 -1.68038 0.0930
## age_c:NFC_c:thinking_day.grandc -0.000278 0.00504661 188 -0.05501 0.9562
## age_c:NFC_c:thinking_PIDc 0.002282 0.00136051 2681 1.67703 0.0937
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c
## age_c 0.007
## NFC_c -0.106 -0.017
## thinking_day.grandc -0.009 -0.137 -0.088
## thinking_PIDc 0.116 -0.002 0.000 -0.008
## edu_c -0.063 0.091 0.027 -0.112 0.001
## sex_bin -0.505 -0.169 0.063 -0.054 0.021 0.007
## race_bin -0.442 0.174 0.067 -0.069 0.000 -0.038
## work_bin -0.427 -0.066 0.010 0.166 0.004 0.214
## inc_c -0.066 -0.091 -0.207 -0.104 -0.010 -0.314
## age_c:NFC_c -0.030 -0.107 0.236 0.181 -0.014 0.005
## age_c:thinking_day.grandc 0.036 0.033 0.098 -0.070 -0.017 0.014
## NFC_c:thinking_day.grandc -0.036 0.104 0.233 -0.021 -0.002 0.031
## age_c:thinking_PIDc 0.003 0.192 -0.015 -0.015 0.059 -0.008
## NFC_c:thinking_PIDc -0.003 -0.014 0.215 -0.005 -0.004 0.004
## age_c:NFC_c:thinking_day.grandc -0.019 -0.158 0.029 0.009 0.006 0.040
## age_c:NFC_c:thinking_PIDc -0.011 -0.022 0.059 0.018 -0.028 0.005
## sex_bn rac_bn wrk_bn inc_c ag_:NFC_ ag_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin -0.028
## work_bin 0.072 -0.009
## inc_c 0.106 0.013 0.004
## age_c:NFC_c -0.081 0.098 0.052 -0.025
## age_c:thinking_day.grandc -0.119 0.008 -0.108 0.034 -0.181
## NFC_c:thinking_day.grandc -0.076 0.062 -0.080 0.080 0.032 0.055
## age_c:thinking_PIDc 0.009 -0.007 -0.011 -0.001 -0.018 -0.007
## NFC_c:thinking_PIDc -0.023 0.013 0.011 0.025 0.074 0.014
## age_c:NFC_c:thinking_day.grandc -0.012 0.145 0.028 0.126 0.360 0.036
## age_c:NFC_c:thinking_PIDc 0.000 -0.001 0.012 0.026 0.222 -0.026
## NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc -0.002
## NFC_c:thinking_PIDc 0.022 -0.046
## age_c:NFC_c:thinking_day.grandc 0.432 -0.024 0.013
## age_c:NFC_c:thinking_PIDc 0.009 -0.076 0.327 0.049
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.6701450 -0.4320259 0.1043124 0.5427574 3.7537520
##
## Number of Observations: 2886
## Number of Groups: 201#CURIOUS mod1
ecumod1 <- lme(curious ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ecumod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9760.812 9814.57 -4871.406
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2688940 (Intr)
## thinking_PIDc 0.1720099 0.213
## Residual 1.1475760
##
## Fixed effects: curious ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 3.355495 0.09167715 2703 36.60121 0.0000
## age_c -0.003499 0.00720736 199 -0.48550 0.6279
## NFC_c 0.347198 0.08846598 199 3.92465 0.0001
## thinking_day.grandc 0.496810 0.07043539 199 7.05341 0.0000
## thinking_PIDc 0.106136 0.02113587 2703 5.02162 0.0000
## Correlation:
## (Intr) age_c NFC_c thnk_.
## age_c 0.014
## NFC_c 0.017 -0.063
## thinking_day.grandc -0.003 -0.108 -0.192
## thinking_PIDc 0.118 -0.003 0.003 -0.004
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.08933951 -0.52458158 -0.05104046 0.52770553 4.49240706
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
ecumod1c <- lme(curious ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ecumod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9704.1 9787.598 -4838.05
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2541529 (Intr)
## thinking_PIDc 0.1724587 0.217
## Residual 1.1482970
##
## Fixed effects: curious ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 3.666108 0.15354660 2684 23.876190 0.0000
## age_c -0.000665 0.00748808 192 -0.088742 0.9294
## NFC_c 0.312227 0.09169671 192 3.404991 0.0008
## thinking_day.grandc 0.474078 0.07285956 192 6.506736 0.0000
## thinking_PIDc 0.104128 0.02123369 2684 4.903915 0.0000
## edu_c 0.165191 0.11225781 192 1.471532 0.1428
## sex_bin -0.405180 0.19070080 192 -2.124692 0.0349
## race_bin -0.203227 0.19293318 192 -1.053353 0.2935
## work_bin -0.245210 0.20689055 192 -1.185217 0.2374
## inc_c -0.066059 0.08513911 192 -0.775896 0.4388
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn rac_bn
## age_c 0.009
## NFC_c -0.106 -0.062
## thinking_day.grandc -0.004 -0.133 -0.145
## thinking_PIDc 0.068 -0.005 0.005 -0.003
## edu_c -0.064 0.099 0.024 -0.111 -0.001
## sex_bin -0.518 -0.167 0.146 -0.044 0.007 0.011
## race_bin -0.447 0.211 0.053 -0.081 -0.001 -0.045 -0.022
## work_bin -0.434 -0.040 0.045 0.159 0.002 0.221 0.054 -0.013
## inc_c -0.066 -0.085 -0.226 -0.093 -0.004 -0.323 0.109 -0.004
## wrk_bn
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.006
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.07707588 -0.53394109 -0.05621276 0.52620696 4.50185006
##
## Number of Observations: 2886
## Number of Groups: 201#curious mod2
ecumod2 <- lme(curious ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ecumod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9805.217 9888.817 -4888.608
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.273931 (Intr)
## thinking_PIDc 0.172459 0.193
## Residual 1.147597
##
## Fixed effects: curious ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c
## Value Std.Error DF t-value p-value
## (Intercept) 3.364669 0.09443361 2701 35.63000 0.0000
## age_c -0.005103 0.00741799 196 -0.68797 0.4923
## NFC_c 0.358473 0.09907311 196 3.61827 0.0004
## thinking_day.grandc 0.507646 0.07191200 196 7.05927 0.0000
## thinking_PIDc 0.105531 0.02119092 2701 4.98003 0.0000
## age_c:NFC_c 0.007406 0.00818813 196 0.90445 0.3669
## age_c:thinking_day.grandc -0.003222 0.00539687 196 -0.59704 0.5512
## NFC_c:thinking_day.grandc -0.039690 0.06815357 196 -0.58236 0.5610
## age_c:thinking_PIDc -0.000982 0.00171654 2701 -0.57209 0.5673
## NFC_c:thinking_PIDc 0.019808 0.01869661 2701 1.05943 0.2895
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID a_:NFC ag_:_.
## age_c -0.015
## NFC_c -0.074 -0.022
## thinking_day.grandc -0.015 -0.113 -0.122
## thinking_PIDc 0.106 0.002 -0.001 -0.005
## age_c:NFC_c -0.042 -0.078 0.232 0.176 -0.004
## age_c:thinking_day.grandc -0.099 0.004 0.123 -0.043 -0.007 -0.214
## NFC_c:thinking_day.grandc -0.181 0.183 0.275 0.002 -0.002 -0.146 0.018
## age_c:thinking_PIDc 0.001 0.103 -0.005 -0.006 0.048 0.005 -0.005
## NFC_c:thinking_PIDc -0.001 -0.008 0.109 -0.004 0.001 0.001 0.009
## NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc 0.004
## NFC_c:thinking_PIDc 0.010 -0.037
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.10679734 -0.52430876 -0.04591789 0.52481985 4.50301201
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
ecumod2c <- lme(curious ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ecumod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9748.882 9862.168 -4855.441
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2603008 (Intr)
## thinking_PIDc 0.1730926 0.197
## Residual 1.1483136
##
## Fixed effects: curious ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 3.663138 0.15460831 2682 23.693021 0.0000
## age_c -0.001621 0.00772427 189 -0.209861 0.8340
## NFC_c 0.344540 0.10122155 189 3.403817 0.0008
## thinking_day.grandc 0.486980 0.07470209 189 6.518967 0.0000
## thinking_PIDc 0.103588 0.02129477 2682 4.864487 0.0000
## edu_c 0.164289 0.11295597 189 1.454448 0.1475
## sex_bin -0.419056 0.19524633 189 -2.146296 0.0331
## race_bin -0.189941 0.19435354 189 -0.977297 0.3297
## work_bin -0.239668 0.21040127 189 -1.139099 0.2561
## inc_c -0.071118 0.08593952 189 -0.827531 0.4090
## age_c:NFC_c 0.007727 0.00818259 189 0.944311 0.3462
## age_c:thinking_day.grandc -0.000906 0.00543471 189 -0.166648 0.8678
## NFC_c:thinking_day.grandc -0.015663 0.06815045 189 -0.229825 0.8185
## age_c:thinking_PIDc -0.000845 0.00172340 2682 -0.490072 0.6241
## NFC_c:thinking_PIDc 0.019841 0.01873718 2682 1.058898 0.2897
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn
## age_c 0.004
## NFC_c -0.106 -0.011
## thinking_day.grandc -0.010 -0.138 -0.089
## thinking_PIDc 0.062 -0.001 0.001 -0.003
## edu_c -0.064 0.100 0.025 -0.111 -0.001
## sex_bin -0.508 -0.176 0.063 -0.054 0.009 0.009
## race_bin -0.446 0.204 0.064 -0.070 -0.002 -0.046 -0.028
## work_bin -0.431 -0.062 0.010 0.166 0.003 0.216 0.071
## inc_c -0.064 -0.074 -0.216 -0.106 -0.004 -0.321 0.109
## age_c:NFC_c -0.024 -0.054 0.238 0.192 -0.004 -0.010 -0.084
## age_c:thinking_day.grandc 0.039 0.039 0.097 -0.071 -0.009 0.009 -0.119
## NFC_c:thinking_day.grandc -0.030 0.195 0.246 -0.026 -0.003 0.016 -0.079
## age_c:thinking_PIDc 0.000 0.100 -0.005 -0.006 0.043 -0.003 0.003
## NFC_c:thinking_PIDc 0.001 -0.005 0.106 -0.005 0.001 0.002 -0.010
## rac_bn wrk_bn inc_c a_:NFC ag_:_. NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.012
## inc_c -0.008 -0.001
## age_c:NFC_c 0.052 0.045 -0.079
## age_c:thinking_day.grandc 0.001 -0.111 0.031 -0.210
## NFC_c:thinking_day.grandc -0.004 -0.100 0.031 -0.148 0.043
## age_c:thinking_PIDc 0.000 -0.003 0.001 0.004 -0.004 0.004
## NFC_c:thinking_PIDc 0.006 0.002 0.008 0.001 0.011 0.011 -0.038
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.09053620 -0.53952426 -0.04778867 0.52288359 4.51187758
##
## Number of Observations: 2886
## Number of Groups: 201#curious mod3
ecumod3 <- lme(curious ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ecumod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9825.53 9921.061 -4896.765
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2764925 (Intr)
## thinking_PIDc 0.1716582 0.186
## Residual 1.1473040
##
## Fixed effects: curious ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 3.367124 0.09497085 2700 35.45429 0.0000
## age_c -0.005827 0.00757574 195 -0.76918 0.4427
## NFC_c 0.366243 0.09946643 195 3.68208 0.0003
## thinking_day.grandc 0.510112 0.07213892 195 7.07125 0.0000
## thinking_PIDc 0.103866 0.02117171 2700 4.90588 0.0000
## age_c:NFC_c 0.010341 0.00884583 195 1.16903 0.2438
## age_c:thinking_day.grandc -0.003271 0.00541181 195 -0.60437 0.5463
## NFC_c:thinking_day.grandc -0.026740 0.07542525 195 -0.35452 0.7233
## age_c:thinking_PIDc -0.001230 0.00171906 2700 -0.71528 0.4745
## NFC_c:thinking_PIDc 0.031000 0.01978600 2700 1.56678 0.1173
## age_c:NFC_c:thinking_day.grandc 0.002500 0.00570600 195 0.43819 0.6617
## age_c:NFC_c:thinking_PIDc 0.002975 0.00175434 2700 1.69594 0.0900
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID ag_:NFC_
## age_c -0.031
## NFC_c -0.069 -0.033
## thinking_day.grandc -0.011 -0.119 -0.119
## thinking_PIDc 0.102 0.002 -0.002 -0.005
## age_c:NFC_c -0.008 -0.141 0.237 0.179 -0.007
## age_c:thinking_day.grandc -0.096 -0.002 0.124 -0.042 -0.006 -0.188
## NFC_c:thinking_day.grandc -0.127 0.080 0.271 0.020 0.000 0.028
## age_c:thinking_PIDc 0.001 0.099 -0.008 -0.007 0.051 -0.008
## NFC_c:thinking_PIDc -0.003 -0.009 0.109 -0.001 -0.015 0.034
## age_c:NFC_c:thinking_day.grandc 0.086 -0.194 0.055 0.042 0.003 0.359
## age_c:NFC_c:thinking_PIDc -0.005 -0.009 0.032 0.009 -0.046 0.106
## ag_:_. NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc 0.029
## age_c:thinking_PIDc -0.004 -0.001
## NFC_c:thinking_PIDc 0.004 0.005 -0.062
## age_c:NFC_c:thinking_day.grandc 0.031 0.424 -0.011 0.000
## age_c:NFC_c:thinking_PIDc -0.013 0.000 -0.082 0.333 0.018
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.14385221 -0.52339038 -0.05504326 0.53532276 4.50048082
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
ecumod3c <- lme(curious ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc| PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(ecumod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9769.241 9894.437 -4863.62
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2631110 (Intr)
## thinking_PIDc 0.1722485 0.189
## Residual 1.1480232
##
## Fixed effects: curious ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 3.660586 0.15502028 2681 23.613598 0.0000
## age_c -0.002142 0.00784028 188 -0.273233 0.7850
## NFC_c 0.350687 0.10153014 188 3.454021 0.0007
## thinking_day.grandc 0.487991 0.07489364 188 6.515784 0.0000
## thinking_PIDc 0.101911 0.02127380 2681 4.790459 0.0000
## edu_c 0.166108 0.11335584 188 1.465368 0.1445
## sex_bin -0.418593 0.19577715 188 -2.138108 0.0338
## race_bin -0.179741 0.19698060 188 -0.912483 0.3627
## work_bin -0.238634 0.21105233 188 -1.130687 0.2596
## inc_c -0.065942 0.08688395 188 -0.758967 0.4488
## age_c:NFC_c 0.010384 0.00885143 188 1.173121 0.2422
## age_c:thinking_day.grandc -0.000950 0.00545265 188 -0.174154 0.8619
## NFC_c:thinking_day.grandc -0.005190 0.07582524 188 -0.068442 0.9455
## age_c:thinking_PIDc -0.001091 0.00172576 2681 -0.631919 0.5275
## NFC_c:thinking_PIDc 0.031065 0.01982698 2681 1.566822 0.1173
## age_c:NFC_c:thinking_day.grandc 0.002020 0.00578593 188 0.349141 0.7274
## age_c:NFC_c:thinking_PIDc 0.002976 0.00175783 2681 1.693094 0.0906
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c
## age_c 0.007
## NFC_c -0.107 -0.016
## thinking_day.grandc -0.010 -0.138 -0.088
## thinking_PIDc 0.059 -0.001 0.000 -0.003
## edu_c -0.065 0.092 0.026 -0.111 -0.001
## sex_bin -0.508 -0.172 0.063 -0.054 0.008 0.008
## race_bin -0.445 0.176 0.068 -0.068 -0.001 -0.039
## work_bin -0.431 -0.066 0.011 0.166 0.002 0.217
## inc_c -0.066 -0.093 -0.210 -0.105 -0.004 -0.312
## age_c:NFC_c -0.030 -0.108 0.234 0.182 -0.007 0.006
## age_c:thinking_day.grandc 0.039 0.032 0.098 -0.070 -0.008 0.011
## NFC_c:thinking_day.grandc -0.035 0.105 0.235 -0.021 -0.001 0.032
## age_c:thinking_PIDc 0.001 0.096 -0.007 -0.007 0.047 -0.003
## NFC_c:thinking_PIDc -0.001 -0.007 0.105 -0.002 -0.014 0.002
## age_c:NFC_c:thinking_day.grandc -0.020 -0.159 0.030 0.007 0.002 0.041
## age_c:NFC_c:thinking_PIDc -0.005 -0.010 0.029 0.008 -0.046 0.002
## sex_bn rac_bn wrk_bn inc_c ag_:NFC_ ag_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin -0.029
## work_bin 0.071 -0.007
## inc_c 0.107 0.011 0.003
## age_c:NFC_c -0.082 0.100 0.052 -0.025
## age_c:thinking_day.grandc -0.119 0.006 -0.110 0.035 -0.182
## NFC_c:thinking_day.grandc -0.077 0.059 -0.078 0.083 0.033 0.055
## age_c:thinking_PIDc 0.003 -0.002 -0.003 -0.001 -0.009 -0.003
## NFC_c:thinking_PIDc -0.009 0.004 0.004 0.009 0.035 0.005
## age_c:NFC_c:thinking_day.grandc -0.013 0.146 0.029 0.128 0.362 0.038
## age_c:NFC_c:thinking_PIDc 0.001 0.000 0.005 0.009 0.106 -0.013
## NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc -0.001
## NFC_c:thinking_PIDc 0.007 -0.062
## age_c:NFC_c:thinking_day.grandc 0.434 -0.012 0.002
## age_c:NFC_c:thinking_PIDc 0.000 -0.081 0.333 0.019
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.12659369 -0.52262708 -0.05124574 0.53165156 4.50918562
##
## Number of Observations: 2886
## Number of Groups: 201#ENGAGED mod1
eemod1 <- lme(engaged ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(eemod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9473.317 9527.072 -4727.658
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.0734232 (Intr)
## thinking_PIDc 0.1759884 -0.075
## Residual 1.0993093
##
## Fixed effects: engaged ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 5.137143 0.07816172 2702 65.72454 0.0000
## age_c 0.011620 0.00618225 199 1.87961 0.0616
## NFC_c 0.257551 0.07595766 199 3.39072 0.0008
## thinking_day.grandc 0.380105 0.06032300 199 6.30116 0.0000
## thinking_PIDc 0.173991 0.02086185 2702 8.34014 0.0000
## Correlation:
## (Intr) age_c NFC_c thnk_.
## age_c 0.015
## NFC_c 0.018 -0.063
## thinking_day.grandc -0.003 -0.108 -0.192
## thinking_PIDc -0.043 0.001 -0.001 0.002
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.7547087 -0.4294606 0.0952712 0.5347730 3.7209826
##
## Number of Observations: 2906
## Number of Groups: 203#covariates
eemod1c <- lme(engaged ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(eemod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9418.244 9501.737 -4695.122
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.0854281 (Intr)
## thinking_PIDc 0.1750845 -0.063
## Residual 1.0980238
##
## Fixed effects: engaged ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.200624 0.13429666 2683 38.72489 0.0000
## age_c 0.010515 0.00656383 192 1.60192 0.1108
## NFC_c 0.281043 0.08045504 192 3.49317 0.0006
## thinking_day.grandc 0.393122 0.06376931 192 6.16475 0.0000
## thinking_PIDc 0.171697 0.02087100 2683 8.22657 0.0000
## edu_c -0.050489 0.09846825 192 -0.51274 0.6087
## sex_bin 0.033294 0.16717938 192 0.19915 0.8424
## race_bin -0.106967 0.16912965 192 -0.63245 0.5278
## work_bin -0.116401 0.18144226 192 -0.64153 0.5219
## inc_c -0.077961 0.07465752 192 -1.04425 0.2977
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn rac_bn
## age_c 0.009
## NFC_c -0.106 -0.062
## thinking_day.grandc -0.004 -0.133 -0.146
## thinking_PIDc -0.020 0.001 -0.002 0.001
## edu_c -0.064 0.099 0.024 -0.111 0.000
## sex_bin -0.519 -0.166 0.145 -0.044 -0.002 0.011
## race_bin -0.448 0.211 0.053 -0.081 0.000 -0.045 -0.022
## work_bin -0.435 -0.041 0.046 0.159 0.000 0.222 0.054 -0.012
## inc_c -0.066 -0.085 -0.226 -0.093 0.002 -0.322 0.109 -0.004
## wrk_bn
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.006
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.76456925 -0.42976337 0.09746487 0.53661010 3.73650203
##
## Number of Observations: 2885
## Number of Groups: 201#engaged mod2
eemod2 <- lme(engaged ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(eemod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9511.072 9594.667 -4741.536
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.0623674 (Intr)
## thinking_PIDc 0.1759272 -0.09
## Residual 1.0990439
##
## Fixed effects: engaged ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.180728 0.07944818 2700 65.20889 0.0000
## age_c 0.010754 0.00624330 196 1.72254 0.0865
## NFC_c 0.177689 0.08341775 196 2.13011 0.0344
## thinking_day.grandc 0.370422 0.06069984 196 6.10252 0.0000
## thinking_PIDc 0.172691 0.02087537 2700 8.27246 0.0000
## age_c:NFC_c -0.004647 0.00692516 196 -0.67102 0.5030
## age_c:thinking_day.grandc -0.008161 0.00455582 196 -1.79143 0.0748
## NFC_c:thinking_day.grandc -0.082072 0.05753977 196 -1.42634 0.1554
## age_c:thinking_PIDc -0.002518 0.00169073 2700 -1.48902 0.1366
## NFC_c:thinking_PIDc -0.019721 0.01848694 2700 -1.06673 0.2862
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID a_:NFC ag_:_.
## age_c -0.015
## NFC_c -0.074 -0.021
## thinking_day.grandc -0.015 -0.113 -0.122
## thinking_PIDc -0.051 -0.001 0.000 0.002
## age_c:NFC_c -0.042 -0.078 0.233 0.176 0.002
## age_c:thinking_day.grandc -0.099 0.005 0.123 -0.043 0.003 -0.214
## NFC_c:thinking_day.grandc -0.182 0.184 0.275 0.002 0.001 -0.146 0.017
## age_c:thinking_PIDc 0.000 -0.049 0.002 0.003 0.045 -0.002 0.002
## NFC_c:thinking_PIDc 0.001 0.004 -0.052 0.002 0.000 0.000 -0.005
## NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc -0.002
## NFC_c:thinking_PIDc -0.004 -0.039
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.75233219 -0.43908872 0.08767907 0.51806634 3.75862910
##
## Number of Observations: 2906
## Number of Groups: 203#covariates
eemod2c <- lme(engaged ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(eemod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9455.693 9568.972 -4708.847
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.0723379 (Intr)
## thinking_PIDc 0.1750755 -0.074
## Residual 1.0978032
##
## Fixed effects: engaged ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.200134 0.13296776 2681 39.10824 0.0000
## age_c 0.008597 0.00662634 189 1.29734 0.1961
## NFC_c 0.203717 0.08687712 189 2.34488 0.0201
## thinking_day.grandc 0.388431 0.06427748 189 6.04304 0.0000
## thinking_PIDc 0.170528 0.02088451 2681 8.16527 0.0000
## edu_c -0.054210 0.09734942 189 -0.55686 0.5783
## sex_bin 0.116433 0.16821178 189 0.69218 0.4897
## race_bin -0.117635 0.16742278 189 -0.70262 0.4832
## work_bin -0.056131 0.18131787 189 -0.30957 0.7572
## inc_c -0.077495 0.07405051 189 -1.04652 0.2967
## age_c:NFC_c -0.004481 0.00705632 189 -0.63507 0.5262
## age_c:thinking_day.grandc -0.008945 0.00467669 189 -1.91259 0.0573
## NFC_c:thinking_day.grandc -0.088935 0.05865629 189 -1.51620 0.1311
## age_c:thinking_PIDc -0.002309 0.00169009 2681 -1.36641 0.1719
## NFC_c:thinking_PIDc -0.019923 0.01843482 2681 -1.08072 0.2799
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn
## age_c 0.005
## NFC_c -0.107 -0.010
## thinking_day.grandc -0.010 -0.138 -0.088
## thinking_PIDc -0.024 0.000 0.000 0.001
## edu_c -0.064 0.100 0.025 -0.111 0.000
## sex_bin -0.509 -0.177 0.064 -0.054 -0.003 0.009
## race_bin -0.447 0.204 0.064 -0.070 0.000 -0.046 -0.028
## work_bin -0.432 -0.062 0.010 0.166 0.000 0.217 0.071
## inc_c -0.064 -0.075 -0.217 -0.106 0.002 -0.320 0.109
## age_c:NFC_c -0.024 -0.054 0.239 0.193 0.001 -0.010 -0.083
## age_c:thinking_day.grandc 0.041 0.039 0.097 -0.070 0.003 0.009 -0.119
## NFC_c:thinking_day.grandc -0.029 0.196 0.247 -0.025 0.001 0.016 -0.079
## age_c:thinking_PIDc 0.000 -0.039 0.002 0.002 0.041 0.001 -0.001
## NFC_c:thinking_PIDc 0.000 0.002 -0.040 0.002 0.001 -0.001 0.004
## rac_bn wrk_bn inc_c a_:NFC ag_:_. NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.011
## inc_c -0.008 -0.001
## age_c:NFC_c 0.052 0.045 -0.079
## age_c:thinking_day.grandc 0.000 -0.112 0.030 -0.210
## NFC_c:thinking_day.grandc -0.005 -0.100 0.031 -0.147 0.042
## age_c:thinking_PIDc 0.000 0.001 0.000 -0.001 0.002 -0.002
## NFC_c:thinking_PIDc -0.002 0.000 -0.003 0.000 -0.004 -0.004 -0.039
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.76322046 -0.42896287 0.09824095 0.52465708 3.77690686
##
## Number of Observations: 2885
## Number of Groups: 201#engaged mod3
eemod3 <- lme(engaged ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(eemod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9532.286 9627.812 -4750.143
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.0597697 (Intr)
## thinking_PIDc 0.1781539 -0.089
## Residual 1.0987611
##
## Fixed effects: engaged ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 5.190223 0.07956565 2699 65.23196 0.0000
## age_c 0.009016 0.00634858 195 1.42009 0.1572
## NFC_c 0.185307 0.08337365 195 2.22261 0.0274
## thinking_day.grandc 0.374188 0.06061531 195 6.17316 0.0000
## thinking_PIDc 0.173344 0.02101365 2699 8.24910 0.0000
## age_c:NFC_c -0.000617 0.00742060 195 -0.08313 0.9338
## age_c:thinking_day.grandc -0.007978 0.00454782 195 -1.75421 0.0810
## NFC_c:thinking_day.grandc -0.044280 0.06343964 195 -0.69799 0.4860
## age_c:thinking_PIDc -0.002409 0.00170562 2699 -1.41259 0.1579
## NFC_c:thinking_PIDc -0.024479 0.01972880 2699 -1.24080 0.2148
## age_c:NFC_c:thinking_day.grandc 0.006746 0.00479797 195 1.40606 0.1613
## age_c:NFC_c:thinking_PIDc -0.001284 0.00175047 2699 -0.73362 0.4632
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID ag_:NFC_
## age_c -0.031
## NFC_c -0.069 -0.032
## thinking_day.grandc -0.011 -0.119 -0.119
## thinking_PIDc -0.051 0.000 0.001 0.003
## age_c:NFC_c -0.008 -0.141 0.238 0.179 0.003
## age_c:thinking_day.grandc -0.095 -0.001 0.124 -0.041 0.003 -0.188
## NFC_c:thinking_day.grandc -0.127 0.081 0.273 0.020 0.000 0.031
## age_c:thinking_PIDc 0.000 -0.050 0.004 0.003 0.049 0.004
## NFC_c:thinking_PIDc 0.002 0.004 -0.053 0.000 -0.016 -0.016
## age_c:NFC_c:thinking_day.grandc 0.087 -0.193 0.057 0.042 -0.002 0.361
## age_c:NFC_c:thinking_PIDc 0.003 0.005 -0.015 -0.004 -0.049 -0.052
## ag_:_. NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc 0.029
## age_c:thinking_PIDc 0.002 0.000
## NFC_c:thinking_PIDc -0.002 -0.002 -0.064
## age_c:NFC_c:thinking_day.grandc 0.032 0.426 0.005 0.000
## age_c:NFC_c:thinking_PIDc 0.006 0.000 -0.082 0.333 -0.009
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.72186567 -0.43830726 0.09071733 0.51701251 3.75179390
##
## Number of Observations: 2906
## Number of Groups: 203#covariates
eemod3c <- lme(engaged ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc| PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(eemod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 9477.68 9602.869 -4717.84
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.0720823 (Intr)
## thinking_PIDc 0.1773002 -0.074
## Residual 1.0975294
##
## Fixed effects: engaged ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 5.197027 0.13296227 2680 39.08648 0.0000
## age_c 0.007444 0.00670890 188 1.10951 0.2686
## NFC_c 0.207310 0.08690409 188 2.38550 0.0180
## thinking_day.grandc 0.389015 0.06426254 188 6.05352 0.0000
## thinking_PIDc 0.171199 0.02102324 2680 8.14331 0.0000
## edu_c -0.049909 0.09740584 188 -0.51238 0.6090
## sex_bin 0.114144 0.16818157 188 0.67870 0.4982
## race_bin -0.091189 0.16920460 188 -0.53893 0.5906
## work_bin -0.050516 0.18134175 188 -0.27857 0.7809
## inc_c -0.067049 0.07464175 188 -0.89827 0.3702
## age_c:NFC_c -0.001309 0.00758001 188 -0.17273 0.8631
## age_c:thinking_day.grandc -0.008765 0.00467911 188 -1.87313 0.0626
## NFC_c:thinking_day.grandc -0.058608 0.06512933 188 -0.89988 0.3693
## age_c:thinking_PIDc -0.002207 0.00170493 2680 -1.29436 0.1957
## NFC_c:thinking_PIDc -0.024610 0.01967304 2680 -1.25094 0.2111
## age_c:NFC_c:thinking_day.grandc 0.005340 0.00496777 188 1.07496 0.2838
## age_c:NFC_c:thinking_PIDc -0.001252 0.00174551 2680 -0.71726 0.4733
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c
## age_c 0.008
## NFC_c -0.107 -0.015
## thinking_day.grandc -0.010 -0.137 -0.088
## thinking_PIDc -0.024 0.000 0.000 0.002
## edu_c -0.065 0.093 0.026 -0.110 0.000
## sex_bin -0.508 -0.173 0.063 -0.054 -0.003 0.009
## race_bin -0.445 0.176 0.068 -0.068 0.000 -0.039
## work_bin -0.432 -0.066 0.011 0.166 0.000 0.217
## inc_c -0.066 -0.093 -0.211 -0.105 0.002 -0.312
## age_c:NFC_c -0.030 -0.107 0.235 0.182 0.003 0.006
## age_c:thinking_day.grandc 0.040 0.033 0.098 -0.070 0.003 0.010
## NFC_c:thinking_day.grandc -0.035 0.105 0.236 -0.020 0.000 0.032
## age_c:thinking_PIDc 0.000 -0.039 0.003 0.003 0.044 0.002
## NFC_c:thinking_PIDc 0.000 0.003 -0.042 0.001 -0.016 -0.001
## age_c:NFC_c:thinking_day.grandc -0.021 -0.158 0.031 0.007 -0.001 0.041
## age_c:NFC_c:thinking_PIDc 0.002 0.004 -0.011 -0.003 -0.049 -0.001
## sex_bn rac_bn wrk_bn inc_c ag_:NFC_ ag_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin -0.030
## work_bin 0.071 -0.007
## inc_c 0.107 0.011 0.003
## age_c:NFC_c -0.082 0.101 0.052 -0.026
## age_c:thinking_day.grandc -0.119 0.006 -0.110 0.035 -0.182
## NFC_c:thinking_day.grandc -0.077 0.059 -0.077 0.083 0.035 0.055
## age_c:thinking_PIDc -0.001 0.001 0.002 0.000 0.004 0.001
## NFC_c:thinking_PIDc 0.003 -0.002 -0.001 -0.004 -0.014 -0.002
## age_c:NFC_c:thinking_day.grandc -0.013 0.147 0.028 0.128 0.364 0.039
## age_c:NFC_c:thinking_PIDc 0.000 0.000 -0.002 -0.004 -0.043 0.005
## NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc 0.000
## NFC_c:thinking_PIDc -0.003 -0.065
## age_c:NFC_c:thinking_day.grandc 0.435 0.005 -0.001
## age_c:NFC_c:thinking_PIDc 0.000 -0.082 0.333 -0.008
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.73674841 -0.43623232 0.09732616 0.52192081 3.76943386
##
## Number of Observations: 2885
## Number of Groups: 201#NEGEMO mod1
enmod1 <- lme(negemo ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(enmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 6489.532 6543.29 -3235.766
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.93102539 (Intr)
## thinking_PIDc 0.09409551 0.453
## Residual 0.64317312
##
## Fixed effects: negemo ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 1.7622190 0.06648000 2703 26.507505 0.0000
## age_c -0.0041138 0.00509616 199 -0.807241 0.4205
## NFC_c -0.1722952 0.06221815 199 -2.769212 0.0062
## thinking_day.grandc 0.1869889 0.05010564 199 3.731894 0.0002
## thinking_PIDc 0.0758734 0.01164148 2703 6.517505 0.0000
## Correlation:
## (Intr) age_c NFC_c thnk_.
## age_c 0.013
## NFC_c 0.016 -0.061
## thinking_day.grandc -0.003 -0.106 -0.192
## thinking_PIDc 0.253 -0.008 0.006 -0.009
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.76423673 -0.37679673 -0.08818895 0.22076670 7.09074523
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
enmod1c <- lme(negemo ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(enmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 6447.035 6530.533 -3209.517
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.92855248 (Intr)
## thinking_PIDc 0.09478895 0.466
## Residual 0.64166237
##
## Fixed effects: negemo ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 1.6482438 0.11030046 2684 14.943218 0.0000
## age_c -0.0044217 0.00532933 192 -0.829692 0.4077
## NFC_c -0.1757839 0.06497581 192 -2.705374 0.0074
## thinking_day.grandc 0.1975336 0.05217106 192 3.786268 0.0002
## thinking_PIDc 0.0767743 0.01169247 2684 6.566128 0.0000
## edu_c 0.1053024 0.07957795 192 1.323260 0.1873
## sex_bin 0.0032195 0.13564248 192 0.023735 0.9811
## race_bin 0.0049761 0.13716055 192 0.036279 0.9711
## work_bin 0.3719941 0.14686819 192 2.532843 0.0121
## inc_c 0.0262076 0.06046682 192 0.433422 0.6652
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn rac_bn
## age_c 0.008
## NFC_c -0.106 -0.061
## thinking_day.grandc -0.004 -0.131 -0.145
## thinking_PIDc 0.150 -0.011 0.012 -0.006
## edu_c -0.062 0.100 0.024 -0.113 -0.001
## sex_bin -0.514 -0.168 0.151 -0.044 0.017 0.010
## race_bin -0.442 0.211 0.050 -0.082 -0.002 -0.045 -0.019
## work_bin -0.429 -0.039 0.043 0.158 0.003 0.218 0.054 -0.014
## inc_c -0.066 -0.084 -0.230 -0.092 -0.011 -0.325 0.109 -0.001
## wrk_bn
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.006
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.79358433 -0.38509505 -0.08667871 0.21751893 7.11996484
##
## Number of Observations: 2886
## Number of Groups: 201#negemo mod2
enmod2 <- lme(negemo ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(enmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 6521.411 6605.011 -3246.705
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.90338009 (Intr)
## thinking_PIDc 0.09179369 0.49
## Residual 0.64337494
##
## Fixed effects: negemo ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c
## Value Std.Error DF t-value p-value
## (Intercept) 1.7162104 0.06619890 2701 25.925058 0.0000
## age_c -0.0031801 0.00519691 196 -0.611913 0.5413
## NFC_c -0.1247071 0.06915025 196 -1.803423 0.0729
## thinking_day.grandc 0.1944212 0.04926886 196 3.946127 0.0001
## thinking_PIDc 0.0752423 0.01152765 2701 6.527117 0.0000
## age_c:NFC_c 0.0035873 0.00553812 196 0.647755 0.5179
## age_c:thinking_day.grandc 0.0128804 0.00370217 196 3.479153 0.0006
## NFC_c:thinking_day.grandc 0.0567512 0.04659333 196 1.218010 0.2247
## age_c:thinking_PIDc 0.0000718 0.00093274 2701 0.076934 0.9387
## NFC_c:thinking_PIDc -0.0199308 0.01013968 2701 -1.965620 0.0494
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID a_:NFC ag_:_.
## age_c -0.014
## NFC_c -0.071 -0.025
## thinking_day.grandc -0.014 -0.111 -0.122
## thinking_PIDc 0.266 0.005 -0.002 -0.012
## age_c:NFC_c -0.041 -0.076 0.224 0.172 -0.011
## age_c:thinking_day.grandc -0.099 0.003 0.124 -0.043 -0.017 -0.209
## NFC_c:thinking_day.grandc -0.178 0.178 0.271 0.000 -0.004 -0.145 0.021
## age_c:thinking_PIDc 0.002 0.258 -0.013 -0.015 0.051 0.010 -0.012
## NFC_c:thinking_PIDc -0.003 -0.020 0.276 -0.011 0.003 0.001 0.024
## NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc 0.009
## NFC_c:thinking_PIDc 0.025 -0.035
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.74115126 -0.38025583 -0.08672512 0.22013727 7.10133394
##
## Number of Observations: 2907
## Number of Groups: 203pece2<- plot_model(enmod2,
type = "pred",
terms = c("thinking_PIDc", "NFC_c"),
title = c(""),
axis.title = c("x" = "Cognitive Engagement (w)", "y" = "Negative Emotions at Work"),
legend.title = "ECE",
plot.title = element_text(face = "bold", hjust = 0.5))
pece2+ scale_color_hue (labels = c("Low", "Mean", "High")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
#covariates
enmod2c <- lme(negemo ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(enmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 6480.316 6593.602 -3221.158
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.90385664 (Intr)
## thinking_PIDc 0.09287709 0.502
## Residual 0.64179197
##
## Fixed effects: negemo ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 1.6515839 0.10728057 2682 15.394996 0.0000
## age_c -0.0027724 0.00545450 189 -0.508280 0.6118
## NFC_c -0.1377786 0.07126718 189 -1.933268 0.0547
## thinking_day.grandc 0.1999958 0.05162692 189 3.873867 0.0001
## thinking_PIDc 0.0758529 0.01159565 2682 6.541496 0.0000
## edu_c 0.1093757 0.07712107 189 1.418234 0.1578
## sex_bin -0.0788058 0.13386303 189 -0.588705 0.5568
## race_bin 0.0179040 0.13318033 189 0.134434 0.8932
## work_bin 0.3042078 0.14389460 189 2.114101 0.0358
## inc_c 0.0243624 0.05883942 189 0.414049 0.6793
## age_c:NFC_c 0.0040110 0.00557907 189 0.718933 0.4731
## age_c:thinking_day.grandc 0.0125765 0.00375951 189 3.345252 0.0010
## NFC_c:thinking_day.grandc 0.0522130 0.04699553 189 1.111021 0.2680
## age_c:thinking_PIDc 0.0000062 0.00093703 2682 0.006597 0.9947
## NFC_c:thinking_PIDc -0.0192429 0.01018340 2682 -1.889637 0.0589
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn
## age_c 0.003
## NFC_c -0.104 -0.014
## thinking_day.grandc -0.009 -0.137 -0.090
## thinking_PIDc 0.159 -0.002 0.002 -0.009
## edu_c -0.061 0.097 0.025 -0.113 -0.001
## sex_bin -0.503 -0.170 0.062 -0.053 0.023 0.007
## race_bin -0.441 0.199 0.065 -0.071 -0.003 -0.045 -0.026
## work_bin -0.423 -0.062 0.009 0.165 0.006 0.212 0.072
## inc_c -0.064 -0.070 -0.211 -0.106 -0.011 -0.323 0.109
## age_c:NFC_c -0.022 -0.053 0.231 0.190 -0.012 -0.012 -0.084
## age_c:thinking_day.grandc 0.033 0.038 0.099 -0.071 -0.022 0.014 -0.118
## NFC_c:thinking_day.grandc -0.032 0.192 0.244 -0.029 -0.007 0.016 -0.079
## age_c:thinking_PIDc 0.001 0.255 -0.013 -0.017 0.046 -0.008 0.008
## NFC_c:thinking_PIDc 0.001 -0.012 0.270 -0.014 0.002 0.005 -0.027
## rac_bn wrk_bn inc_c a_:NFC ag_:_. NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.014
## inc_c -0.004 0.000
## age_c:NFC_c 0.052 0.043 -0.083
## age_c:thinking_day.grandc 0.005 -0.107 0.031 -0.205
## NFC_c:thinking_day.grandc 0.003 -0.104 0.028 -0.146 0.046
## age_c:thinking_PIDc -0.002 -0.009 0.003 0.009 -0.011 0.010
## NFC_c:thinking_PIDc 0.016 0.007 0.021 0.002 0.028 0.028 -0.036
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.77537052 -0.38096007 -0.08077166 0.22384199 7.13500792
##
## Number of Observations: 2886
## Number of Groups: 201#negemo mod3
enmod3 <- lme(negemo ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(enmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 6542.299 6637.831 -3255.15
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.89956387 (Intr)
## thinking_PIDc 0.09341232 0.507
## Residual 0.64319025
##
## Fixed effects: negemo ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 1.7050013 0.06617813 2700 25.763819 0.0000
## age_c -0.0010582 0.00527410 195 -0.200644 0.8412
## NFC_c -0.1344278 0.06915998 195 -1.943723 0.0534
## thinking_day.grandc 0.1900672 0.04898363 195 3.880218 0.0001
## thinking_PIDc 0.0753586 0.01160708 2700 6.492469 0.0000
## age_c:NFC_c -0.0015740 0.00613746 195 -0.256452 0.7979
## age_c:thinking_day.grandc 0.0127788 0.00368045 195 3.472084 0.0006
## NFC_c:thinking_day.grandc 0.0121202 0.05091833 195 0.238033 0.8121
## age_c:thinking_PIDc 0.0001622 0.00094125 2700 0.172296 0.8632
## NFC_c:thinking_PIDc -0.0214456 0.01082735 2700 -1.980686 0.0477
## age_c:NFC_c:thinking_day.grandc -0.0080671 0.00387746 195 -2.080505 0.0388
## age_c:NFC_c:thinking_PIDc -0.0004991 0.00095682 2700 -0.521668 0.6019
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID ag_:NFC_
## age_c -0.029
## NFC_c -0.067 -0.036
## thinking_day.grandc -0.011 -0.118 -0.117
## thinking_PIDc 0.279 0.004 -0.005 -0.013
## age_c:NFC_c -0.011 -0.139 0.240 0.176 -0.019
## age_c:thinking_day.grandc -0.095 -0.001 0.121 -0.043 -0.016 -0.188
## NFC_c:thinking_day.grandc -0.124 0.078 0.263 0.018 0.001 0.024
## age_c:thinking_PIDc 0.001 0.272 -0.022 -0.019 0.053 -0.022
## NFC_c:thinking_PIDc -0.009 -0.025 0.299 -0.003 -0.012 0.093
## age_c:NFC_c:thinking_day.grandc 0.086 -0.192 0.049 0.045 0.009 0.353
## age_c:NFC_c:thinking_PIDc -0.015 -0.026 0.088 0.025 -0.043 0.292
## ag_:_. NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc 0.030
## age_c:thinking_PIDc -0.010 -0.002
## NFC_c:thinking_PIDc 0.012 0.016 -0.059
## age_c:NFC_c:thinking_day.grandc 0.024 0.418 -0.030 0.001
## age_c:NFC_c:thinking_PIDc -0.035 0.002 -0.079 0.332 0.051
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.73421214 -0.37334480 -0.08416776 0.21934679 7.10426618
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
enmod3c <- lme(negemo ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc| PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(enmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 6502.007 6627.203 -3230.004
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 0.90057550 (Intr)
## thinking_PIDc 0.09447126 0.511
## Residual 0.64160799
##
## Fixed effects: negemo ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 1.6551662 0.10677271 2681 15.501773 0.0000
## age_c -0.0010936 0.00550547 188 -0.198630 0.8428
## NFC_c -0.1432595 0.07122718 188 -2.011304 0.0457
## thinking_day.grandc 0.1988547 0.05136481 188 3.871419 0.0001
## thinking_PIDc 0.0759510 0.01168035 2681 6.502463 0.0000
## edu_c 0.1039272 0.07670947 188 1.354816 0.1771
## sex_bin -0.0760692 0.13308810 188 -0.571570 0.5683
## race_bin -0.0156496 0.13376937 188 -0.116989 0.9070
## work_bin 0.2957375 0.14310119 188 2.066632 0.0401
## inc_c 0.0100576 0.05897372 188 0.170544 0.8648
## age_c:NFC_c -0.0007060 0.00620163 188 -0.113836 0.9095
## age_c:thinking_day.grandc 0.0124283 0.00374423 188 3.319314 0.0011
## NFC_c:thinking_day.grandc 0.0110433 0.05169120 188 0.213640 0.8311
## age_c:thinking_PIDc 0.0000895 0.00094604 2681 0.094593 0.9246
## NFC_c:thinking_PIDc -0.0207418 0.01087986 2681 -1.906437 0.0567
## age_c:NFC_c:thinking_day.grandc -0.0073998 0.00396712 188 -1.865286 0.0637
## age_c:NFC_c:thinking_PIDc -0.0004599 0.00096090 2681 -0.478649 0.6322
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c
## age_c 0.006
## NFC_c -0.105 -0.019
## thinking_day.grandc -0.009 -0.137 -0.088
## thinking_PIDc 0.164 -0.002 -0.001 -0.010
## edu_c -0.062 0.089 0.026 -0.113 -0.001
## sex_bin -0.502 -0.166 0.061 -0.053 0.024 0.007
## race_bin -0.439 0.172 0.067 -0.070 -0.001 -0.039
## work_bin -0.423 -0.066 0.010 0.165 0.006 0.212
## inc_c -0.066 -0.089 -0.203 -0.103 -0.011 -0.315
## age_c:NFC_c -0.030 -0.108 0.236 0.179 -0.020 0.004
## age_c:thinking_day.grandc 0.033 0.033 0.097 -0.071 -0.021 0.015
## NFC_c:thinking_day.grandc -0.037 0.103 0.229 -0.022 -0.003 0.031
## age_c:thinking_PIDc 0.002 0.264 -0.020 -0.019 0.049 -0.010
## NFC_c:thinking_PIDc -0.004 -0.019 0.287 -0.006 -0.013 0.006
## age_c:NFC_c:thinking_day.grandc -0.018 -0.160 0.025 0.010 0.007 0.039
## age_c:NFC_c:thinking_PIDc -0.015 -0.028 0.080 0.022 -0.044 0.006
## sex_bn rac_bn wrk_bn inc_c ag_:NFC_ ag_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin -0.027
## work_bin 0.072 -0.010
## inc_c 0.107 0.014 0.004
## age_c:NFC_c -0.079 0.094 0.051 -0.023
## age_c:thinking_day.grandc -0.118 0.010 -0.106 0.033 -0.182
## NFC_c:thinking_day.grandc -0.076 0.064 -0.082 0.079 0.028 0.056
## age_c:thinking_PIDc 0.008 -0.005 -0.011 -0.002 -0.024 -0.010
## NFC_c:thinking_PIDc -0.025 0.013 0.011 0.028 0.096 0.015
## age_c:NFC_c:thinking_day.grandc -0.011 0.143 0.029 0.126 0.354 0.032
## age_c:NFC_c:thinking_PIDc 0.001 -0.001 0.014 0.028 0.293 -0.035
## NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc -0.003
## NFC_c:thinking_PIDc 0.021 -0.060
## age_c:NFC_c:thinking_day.grandc 0.427 -0.032 0.008
## age_c:NFC_c:thinking_PIDc 0.003 -0.079 0.333 0.055
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -5.76749014 -0.37741274 -0.08315399 0.22293094 7.13481731
##
## Number of Observations: 2886
## Number of Groups: 201##SAVOR mod1
esmod1 <- lme(timesavor ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(esmod1)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 10114.04 10167.8 -5048.02
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2351043 (Intr)
## thinking_PIDc 0.2676901 -0.153
## Residual 1.2127162
##
## Fixed effects: timesavor ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.191947 0.08967824 2703 46.74430 0.0000
## age_c 0.008843 0.00706272 199 1.25205 0.2120
## NFC_c 0.275120 0.08673099 199 3.17211 0.0018
## thinking_day.grandc 0.460067 0.06897290 199 6.67026 0.0000
## thinking_PIDc -0.064549 0.02703267 2703 -2.38780 0.0170
## Correlation:
## (Intr) age_c NFC_c thnk_.
## age_c 0.015
## NFC_c 0.017 -0.063
## thinking_day.grandc -0.003 -0.108 -0.192
## thinking_PIDc -0.103 0.002 -0.003 0.003
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.16058634 -0.54194182 0.02545966 0.51191727 3.84547446
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
esmod1c <- lme(timesavor ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(esmod1c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 10047.18 10130.68 -5009.591
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2042166 (Intr)
## thinking_PIDc 0.2689638 -0.168
## Residual 1.2127156
##
## Fixed effects: timesavor ~ age_c + NFC_c + thinking_day.grandc + thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 3.975739 0.14839577 2684 26.791460 0.0000
## age_c 0.015048 0.00723951 192 2.078544 0.0390
## NFC_c 0.303730 0.08868107 192 3.424973 0.0008
## thinking_day.grandc 0.455368 0.07040092 192 6.468206 0.0000
## thinking_PIDc -0.065511 0.02720313 2684 -2.408224 0.0161
## edu_c 0.149143 0.10852216 192 1.374305 0.1709
## sex_bin -0.169245 0.18435948 192 -0.918014 0.3598
## race_bin 0.597036 0.18649099 192 3.201418 0.0016
## work_bin 0.232447 0.20001584 192 1.162143 0.2466
## inc_c -0.098622 0.08230312 192 -1.198281 0.2323
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn rac_bn
## age_c 0.009
## NFC_c -0.106 -0.062
## thinking_day.grandc -0.004 -0.132 -0.146
## thinking_PIDc -0.065 0.003 -0.005 0.002
## edu_c -0.064 0.099 0.024 -0.111 0.002
## sex_bin -0.518 -0.167 0.146 -0.044 -0.005 0.011
## race_bin -0.447 0.211 0.053 -0.081 0.001 -0.046 -0.022
## work_bin -0.434 -0.041 0.045 0.159 -0.001 0.221 0.054 -0.012
## inc_c -0.066 -0.085 -0.226 -0.093 0.003 -0.323 0.109 -0.004
## wrk_bn
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c 0.006
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.12837491 -0.55122834 0.02915563 0.49998770 3.85219499
##
## Number of Observations: 2886
## Number of Groups: 201#savor mod2
esmod2 <- lme(timesavor ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(esmod2)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 10149.99 10233.59 -5060.997
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2287996 (Intr)
## thinking_PIDc 0.2581185 -0.136
## Residual 1.2134320
##
## Fixed effects: timesavor ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c
## Value Std.Error DF t-value p-value
## (Intercept) 4.231959 0.09159506 2701 46.20292 0.0000
## age_c 0.007509 0.00719677 196 1.04338 0.2981
## NFC_c 0.175653 0.09613248 196 1.82720 0.0692
## thinking_day.grandc 0.447709 0.06983309 196 6.41113 0.0000
## thinking_PIDc -0.066439 0.02651747 2701 -2.50550 0.0123
## age_c:NFC_c -0.004683 0.00796082 196 -0.58825 0.5570
## age_c:thinking_day.grandc -0.001187 0.00524162 196 -0.22644 0.8211
## NFC_c:thinking_day.grandc -0.122419 0.06619454 196 -1.84938 0.0659
## age_c:thinking_PIDc -0.002048 0.00214453 2701 -0.95496 0.3397
## NFC_c:thinking_PIDc 0.055996 0.02389830 2701 2.34308 0.0192
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID a_:NFC ag_:_.
## age_c -0.015
## NFC_c -0.074 -0.022
## thinking_day.grandc -0.015 -0.113 -0.122
## thinking_PIDc -0.089 -0.001 0.000 0.004
## age_c:NFC_c -0.042 -0.078 0.232 0.176 0.002
## age_c:thinking_day.grandc -0.099 0.005 0.123 -0.043 0.005 -0.214
## NFC_c:thinking_day.grandc -0.182 0.183 0.275 0.002 0.002 -0.146 0.018
## age_c:thinking_PIDc 0.000 -0.086 0.004 0.004 0.036 -0.004 0.003
## NFC_c:thinking_PIDc 0.001 0.006 -0.089 0.003 -0.002 -0.001 -0.007
## NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc -0.003
## NFC_c:thinking_PIDc -0.007 -0.047
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.12628741 -0.55089430 0.02901735 0.50245583 3.87241296
##
## Number of Observations: 2907
## Number of Groups: 203pece<- plot_model(esmod2,
type = "pred",
terms = c("thinking_PIDc", "NFC_c"),
title = c(""),
axis.title = c("x" = "Cognitive Engagement (w)", "y" = "Savoring at Work"),
legend.title = "ECE",
plot.title = element_text(face = "bold", hjust = 0.5))
pece+ scale_color_hue (labels = c("Low", "Mean", "High")) + theme_classic()## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
#covariates
esmod2c <- lme(timesavor ~ age_c*NFC_c + age_c*thinking_day.grandc + thinking_day.grandc*NFC_c + age_c*thinking_PIDc + thinking_PIDc*NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(esmod2c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 10083.3 10196.58 -5022.648
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.197071 (Intr)
## thinking_PIDc 0.259473 -0.142
## Residual 1.213428
##
## Fixed effects: timesavor ~ age_c * NFC_c + age_c * thinking_day.grandc + thinking_day.grandc * NFC_c + age_c * thinking_PIDc + thinking_PIDc * NFC_c + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 3.984731 0.14799030 2682 26.925626 0.0000
## age_c 0.012933 0.00738878 189 1.750389 0.0817
## NFC_c 0.214120 0.09684225 189 2.211018 0.0282
## thinking_day.grandc 0.450747 0.07149981 189 6.304167 0.0000
## thinking_PIDc -0.067432 0.02668706 2682 -2.526757 0.0116
## edu_c 0.146818 0.10817668 189 1.357207 0.1763
## sex_bin -0.115395 0.18698207 189 -0.617146 0.5379
## race_bin 0.587181 0.18610102 189 3.155171 0.0019
## work_bin 0.278214 0.20151051 189 1.380644 0.1690
## inc_c -0.104167 0.08230107 189 -1.265682 0.2072
## age_c:NFC_c -0.002027 0.00784159 189 -0.258471 0.7963
## age_c:thinking_day.grandc -0.002033 0.00520307 189 -0.390697 0.6965
## NFC_c:thinking_day.grandc -0.129860 0.06524189 189 -1.990442 0.0480
## age_c:thinking_PIDc -0.001956 0.00215608 2682 -0.907188 0.3644
## NFC_c:thinking_PIDc 0.055554 0.02397612 2682 2.317059 0.0206
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c sex_bn
## age_c 0.005
## NFC_c -0.106 -0.011
## thinking_day.grandc -0.010 -0.138 -0.088
## thinking_PIDc -0.054 0.001 -0.001 0.002
## edu_c -0.064 0.100 0.025 -0.111 0.002
## sex_bin -0.508 -0.176 0.064 -0.054 -0.005 0.009
## race_bin -0.447 0.204 0.064 -0.070 0.001 -0.046 -0.028
## work_bin -0.431 -0.062 0.010 0.166 -0.002 0.216 0.071
## inc_c -0.064 -0.074 -0.217 -0.106 0.003 -0.320 0.109
## age_c:NFC_c -0.024 -0.053 0.239 0.193 0.002 -0.010 -0.084
## age_c:thinking_day.grandc 0.040 0.039 0.097 -0.070 0.007 0.009 -0.119
## NFC_c:thinking_day.grandc -0.029 0.195 0.247 -0.026 0.003 0.016 -0.079
## age_c:thinking_PIDc 0.001 -0.086 0.004 0.005 0.030 0.002 -0.001
## NFC_c:thinking_PIDc -0.001 0.004 -0.089 0.004 -0.001 -0.002 0.007
## rac_bn wrk_bn inc_c a_:NFC ag_:_. NFC_:_. a_:_PI
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin -0.011
## inc_c -0.008 -0.001
## age_c:NFC_c 0.052 0.045 -0.079
## age_c:thinking_day.grandc 0.000 -0.111 0.030 -0.210
## NFC_c:thinking_day.grandc -0.005 -0.100 0.031 -0.147 0.042
## age_c:thinking_PIDc -0.001 0.002 -0.001 -0.004 0.003 -0.003
## NFC_c:thinking_PIDc -0.004 -0.001 -0.005 -0.001 -0.008 -0.008 -0.047
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.09688872 -0.55716830 0.03450545 0.50778006 3.87866886
##
## Number of Observations: 2886
## Number of Groups: 201#savor mod3
esmod3 <- lme(timesavor ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc,
random = ~ 1 + thinking_PIDc | PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(esmod3)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 10172.45 10267.98 -5070.226
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2304718 (Intr)
## thinking_PIDc 0.2592943 -0.133
## Residual 1.2134671
##
## Fixed effects: timesavor ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc
## Value Std.Error DF t-value p-value
## (Intercept) 4.226819 0.09205893 2700 45.91428 0.0000
## age_c 0.008450 0.00734456 195 1.15051 0.2513
## NFC_c 0.171698 0.09644114 195 1.78034 0.0766
## thinking_day.grandc 0.445470 0.06999355 195 6.36445 0.0000
## thinking_PIDc -0.066566 0.02662888 2700 -2.49976 0.0125
## age_c:NFC_c -0.006821 0.00858074 195 -0.79496 0.4276
## age_c:thinking_day.grandc -0.001287 0.00525170 195 -0.24509 0.8066
## NFC_c:thinking_day.grandc -0.143029 0.07322180 195 -1.95337 0.0522
## age_c:thinking_PIDc -0.002084 0.00215748 2700 -0.96583 0.3342
## NFC_c:thinking_PIDc 0.056963 0.02539407 2700 2.24314 0.0250
## age_c:NFC_c:thinking_day.grandc -0.003653 0.00553958 195 -0.65948 0.5104
## age_c:NFC_c:thinking_PIDc 0.000317 0.00225506 2700 0.14054 0.8882
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID ag_:NFC_
## age_c -0.031
## NFC_c -0.069 -0.032
## thinking_day.grandc -0.011 -0.119 -0.119
## thinking_PIDc -0.087 -0.001 0.002 0.004
## age_c:NFC_c -0.008 -0.141 0.238 0.179 0.006
## age_c:thinking_day.grandc -0.095 -0.001 0.124 -0.041 0.004 -0.188
## NFC_c:thinking_day.grandc -0.127 0.081 0.272 0.020 0.000 0.030
## age_c:thinking_PIDc 0.000 -0.085 0.007 0.005 0.040 0.007
## NFC_c:thinking_PIDc 0.003 0.007 -0.090 0.001 -0.021 -0.027
## age_c:NFC_c:thinking_day.grandc 0.087 -0.193 0.056 0.042 -0.003 0.361
## age_c:NFC_c:thinking_PIDc 0.004 0.008 -0.026 -0.006 -0.057 -0.087
## ag_:_. NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc 0.029
## age_c:thinking_PIDc 0.002 0.000
## NFC_c:thinking_PIDc -0.003 -0.003 -0.071
## age_c:NFC_c:thinking_day.grandc 0.031 0.425 0.009 0.002
## age_c:NFC_c:thinking_PIDc 0.010 0.002 -0.083 0.331 -0.013
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.12021922 -0.54554940 0.03006554 0.50565268 3.87082398
##
## Number of Observations: 2907
## Number of Groups: 203#covariates
esmod3c <- lme(timesavor ~ age_c*NFC_c*thinking_day.grandc*NFC_c + age_c*NFC_c*thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c,
random = ~ 1 + thinking_PIDc| PROLIFIC_PID,
data = wpnew,
na.action = na.omit)
summary(esmod3c)## Linear mixed-effects model fit by REML
## Data: wpnew
## AIC BIC logLik
## 10106.12 10231.32 -5032.061
##
## Random effects:
## Formula: ~1 + thinking_PIDc | PROLIFIC_PID
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 1.2001198 (Intr)
## thinking_PIDc 0.2606941 -0.14
## Residual 1.2134564
##
## Fixed effects: timesavor ~ age_c * NFC_c * thinking_day.grandc * NFC_c + age_c * NFC_c * thinking_PIDc + edu_c + sex_bin + race_bin + work_bin + inc_c
## Value Std.Error DF t-value p-value
## (Intercept) 3.985594 0.14838288 2681 26.860198 0.0000
## age_c 0.013223 0.00750066 188 1.762969 0.0795
## NFC_c 0.213057 0.09714964 188 2.193080 0.0295
## thinking_day.grandc 0.450462 0.07167803 188 6.284526 0.0000
## thinking_PIDc -0.067596 0.02680205 2681 -2.522030 0.0117
## edu_c 0.145833 0.10853721 188 1.343625 0.1807
## sex_bin -0.114746 0.18745935 188 -0.612113 0.5412
## race_bin 0.580324 0.18858933 188 3.077183 0.0024
## work_bin 0.276922 0.20209123 188 1.370280 0.1722
## inc_c -0.106924 0.08318409 188 -1.285395 0.2002
## age_c:NFC_c -0.002873 0.00847285 188 -0.339100 0.7349
## age_c:thinking_day.grandc -0.002073 0.00521996 188 -0.397224 0.6917
## NFC_c:thinking_day.grandc -0.137540 0.07261209 188 -1.894175 0.0597
## age_c:thinking_PIDc -0.001985 0.00216920 2681 -0.915151 0.3602
## NFC_c:thinking_PIDc 0.056605 0.02547809 2681 2.221729 0.0264
## age_c:NFC_c:thinking_day.grandc -0.001340 0.00554156 188 -0.241788 0.8092
## age_c:NFC_c:thinking_PIDc 0.000317 0.00226236 2681 0.140198 0.8885
## Correlation:
## (Intr) age_c NFC_c thnk_. th_PID edu_c
## age_c 0.008
## NFC_c -0.107 -0.016
## thinking_day.grandc -0.010 -0.137 -0.088
## thinking_PIDc -0.053 0.001 0.000 0.003
## edu_c -0.064 0.092 0.026 -0.111 0.001
## sex_bin -0.508 -0.172 0.063 -0.054 -0.005 0.009
## race_bin -0.445 0.176 0.068 -0.068 0.000 -0.039
## work_bin -0.431 -0.066 0.011 0.166 -0.001 0.217
## inc_c -0.066 -0.093 -0.211 -0.105 0.003 -0.312
## age_c:NFC_c -0.030 -0.107 0.235 0.182 0.006 0.006
## age_c:thinking_day.grandc 0.039 0.033 0.098 -0.070 0.006 0.011
## NFC_c:thinking_day.grandc -0.035 0.105 0.235 -0.020 0.001 0.032
## age_c:thinking_PIDc 0.000 -0.086 0.006 0.005 0.035 0.003
## NFC_c:thinking_PIDc 0.001 0.006 -0.091 0.002 -0.020 -0.002
## age_c:NFC_c:thinking_day.grandc -0.020 -0.158 0.031 0.007 -0.002 0.041
## age_c:NFC_c:thinking_PIDc 0.004 0.009 -0.025 -0.006 -0.058 -0.001
## sex_bn rac_bn wrk_bn inc_c ag_:NFC_ ag_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin -0.029
## work_bin 0.071 -0.007
## inc_c 0.107 0.011 0.003
## age_c:NFC_c -0.082 0.101 0.052 -0.026
## age_c:thinking_day.grandc -0.119 0.006 -0.110 0.035 -0.182
## NFC_c:thinking_day.grandc -0.077 0.059 -0.078 0.083 0.034 0.055
## age_c:thinking_PIDc -0.001 0.001 0.002 0.001 0.007 0.002
## NFC_c:thinking_PIDc 0.006 -0.003 -0.002 -0.006 -0.029 -0.004
## age_c:NFC_c:thinking_day.grandc -0.013 0.146 0.028 0.127 0.363 0.038
## age_c:NFC_c:thinking_PIDc -0.001 0.000 -0.003 -0.006 -0.091 0.011
## NFC_:_. a_:_PI NFC_:_P a_:NFC_:_.
## age_c
## NFC_c
## thinking_day.grandc
## thinking_PIDc
## edu_c
## sex_bin
## race_bin
## work_bin
## inc_c
## age_c:NFC_c
## age_c:thinking_day.grandc
## NFC_c:thinking_day.grandc
## age_c:thinking_PIDc 0.001
## NFC_c:thinking_PIDc -0.004 -0.072
## age_c:NFC_c:thinking_day.grandc 0.434 0.010 0.000
## age_c:NFC_c:thinking_PIDc 0.002 -0.082 0.330 -0.015
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -4.09454046 -0.55735709 0.03430283 0.50683089 3.87752052
##
## Number of Observations: 2886
## Number of Groups: 201