baseline= -470 to -270
set working directory and load in data The eeg data file includes both L1 and L2 together, so need to restrict data to just L1
setwd("C:/Users/Katie/Desktop/Research/Dissertation/STUDIES/Studies 3 and 4 EEG/L1 and L2 French/EEG Inaccurate removed/EEG data/")
list.files()## [1] "kate-output-470baseline-ALL-every-ms.txt"
## [2] "kate-output-470baseline-ALL.txt"
## [3] "L1 and L2 acc-only eeg amplitude.Rmd"
## [4] "L1___L2_acc-only_eeg_amplitude.Rmd"
## [5] "L1_and_L2_acc-only_eeg_amplitude.html"
## [6] "L2 acc-only eeg amplitude.Rmd"
## [7] "L2 offline data for R.csv"
## [8] "L2_acc-only_eeg_amplitude.html"
## [9] "L2_acc-only_eeg_amplitude.Rmd"
## [10] "rsconnect"data<-read.table("kate-output-470baseline-ALL.txt",header=TRUE)
all.subs<-unique(data$subj)
L1.subj<-as.character(all.subs[32:61])
L2.subj<-as.character(all.subs[1:31])
lang.l1<-rep("L1",30)
L1<-cbind(L1.subj,lang.l1)
lang.l2<-rep("L2",31)
L2<-cbind(L2.subj,lang.l2)
colnames(L1)<-c("subj","lang")
colnames(L2)<-c("subj","lang")
subj.lang<-rbind(L1,L2)
library(qdap)
data$lang<-lookup(data$subj,subj.lang)
data<-data[data$lang=="L2",]Add condition and relatedness to the dataframe
cond<-as.character(unique(data[,2]))
conditions<-c("id","id","morph","morph", "orth", "orth", "sem","sem")
match_cond<-cbind(cond,conditions)
relateds<-c("rel","unrel","rel","unrel", "rel", "unrel", "rel","unrel")
match_rel<-cbind(cond,relateds)
data$Condition<-lookup(data$cond,match_cond)
data$Related<-lookup(data$cond,match_rel)
data$Condition<-as.factor(as.character(data$Condition))
data$Related<-as.factor(as.character(data$Related))
data$lang<-as.factor(as.character(data$lang))
head(data,15)## subj cond chan win mean lang Condition Related
## 1 KC101 fidr Fp1 +100..+301 3.40080 L2 id rel
## 2 KC101 fidr Fp1 +301..+500 -5.22830 L2 id rel
## 3 KC101 fidr Fp1 +500..+600 -7.72310 L2 id rel
## 4 KC101 fidr Fp1 +176..+275 2.36930 L2 id rel
## 5 KC101 fidr Fp1 +350..+449 -6.82230 L2 id rel
## 6 KC101 fidr Fp1 +449..+551 -6.84700 L2 id rel
## 7 KC101 fidr Fp2 +100..+301 7.03560 L2 id rel
## 8 KC101 fidr Fp2 +301..+500 -0.50613 L2 id rel
## 9 KC101 fidr Fp2 +500..+600 -1.84000 L2 id rel
## 10 KC101 fidr Fp2 +176..+275 6.40640 L2 id rel
## 11 KC101 fidr Fp2 +350..+449 -1.92650 L2 id rel
## 12 KC101 fidr Fp2 +449..+551 -1.96650 L2 id rel
## 13 KC101 fidr F3 +100..+301 5.96740 L2 id rel
## 14 KC101 fidr F3 +301..+500 -1.37510 L2 id rel
## 15 KC101 fidr F3 +500..+600 -0.25718 L2 id relAdd factors of hemisphere (3 levels) and AntPos (3 levels) for 20 electrodes
electrodes<-as.character(unique(data$chan))
hems<-c("left","right","left","right","left","right","left","right","left","right","left","right","left","right","left","right","mid","mid","mid","mid")
el.hem<-cbind(electrodes,hems)
antpos<-c("ant","ant","ant","ant","central","central","post","post","ant","ant","central","central","post","post","post","post","ant","central","post","post")
el.antpost<-cbind(electrodes,antpos)
data$hemisphere<-lookup(data$chan,el.hem)
data$hemisphere<-as.factor(data$hemisphere)
data$antpos<-lookup(data$chan,el.antpost)
data$antpos<-as.factor(data$antpos)Relevel to make the unrelated condition the baseline and make central the baseline for antpos and mid for hemisphere
data$Related<-relevel(data$Related,ref="unrel")
data$antpos<-relevel(data$antpos,ref="central")
data$hemisphere<-relevel(data$hemisphere,ref="mid")Code hemisphere and antpos with sum coding instead of deviance coding
#contrasts(data$hemisphere)<-contr.sum(3,contrasts=FALSE)
#contrasts(data$antpos)<-contr.sum(3, contrasts=FALSE)Remove participants
data<-data[data$subj!="KC107" &data$subj!="KC109" &data$subj!="KC110" &data$subj!="KC116" &data$subj!="KC125",]background<-read.csv("L2 offline data for R.csv", header=TRUE)
background## Subject LexTale AoA YrsInstr YrsMontreal PercentFrench Accuracy
## 1 KC101 0.64375 11.0 7.0 3.00 10 0.8024911
## 2 KC102 0.55625 17.0 3.0 3.00 10 0.7569444
## 3 KC103 0.48750 16.0 1.0 5.00 10 0.5541958
## 4 KC104 0.67500 12.0 10.0 0.33 10 0.8854167
## 5 KC105 0.62500 13.0 5.0 5.00 1 0.7940663
## 6 KC106 0.56250 15.0 4.0 0.25 15 0.7282230
## 7 KC107 0.73750 10.0 6.0 5.00 10 0.9160839
## 8 KC108 0.62500 12.0 5.0 6.00 20 0.7385740
## 9 KC109 0.56250 10.0 9.0 3.00 0 0.7534965
## 10 KC110 0.87500 12.0 12.0 6.00 70 0.8734622
## 11 KC111 0.56875 10.0 5.0 0.25 5 0.7170139
## 12 KC112 0.50000 27.0 2.0 10.00 10 NA
## 13 KC113 0.73750 13.0 11.0 2.00 30 0.8802817
## 14 KC114 0.56875 11.0 8.0 1.00 10 0.8246528
## 15 KC115 0.57500 12.0 3.0 3.00 5 0.5034722
## 16 KC116 0.63125 10.0 7.0 0.25 30 0.8375734
## 17 KC117 0.68750 12.0 8.0 7.00 20 0.8758993
## 18 KC118 0.56875 18.0 2.0 3.00 15 0.7432188
## 19 KC119 0.56875 18.0 1.5 1.25 5 0.7290210
## 20 KC120 0.70000 13.0 6.0 1.25 30 0.9079861
## 21 KC121 0.54375 19.0 3.0 0.85 5 0.7552448
## 22 KC122 0.76875 13.0 7.0 7.00 30 0.7552448
## 23 KC123 0.80000 15.5 5.0 2.00 15 0.9106029
## 24 KC124 0.57500 11.0 7.0 2.00 1 0.8524306
## 25 KC125 0.54375 20.0 1.5 5.00 1 0.6805556
## 26 KC126 0.52500 10.0 4.0 0.25 2 0.6481836
## 27 KC127 0.61250 14.0 4.0 3.00 5 0.8246528
## 28 KC128 0.53750 26.0 1.0 10.00 2 0.7477954
## 29 KC129 0.75000 13.0 2.0 7.00 30 0.8987069
## 30 KC130 0.63750 10.0 9.0 3.00 10 0.8512545
## 31 KC131 0.49375 10.0 4.0 0.25 1 0.6024518
## 32 KC132 0.73125 10.0 14.0 3.50 30 0.9055944Add background info to data dataframe
library(dplyr)
library(MASS)
data<-rename(data,Subject=subj)
lextale<-background[,c(1,2)]
aoa<-background[,c(1,3)]
yrsinstr<-background[,c(1,4)]
yrsmontreal<-background[,c(1,5)]
percentfrench<-background[,c(1,6)]
data$lextale<-lookup(data$Subject,lextale)
data$aoa<-lookup(data$Subject,aoa)
data$yrsinstr<-lookup(data$Subject,yrsinstr)
data$yrsmontreal<-lookup(data$Subject,yrsmontreal)
data$percentfrench<-lookup(data$Subject,percentfrench)
head(data)## Subject cond chan win mean lang Condition Related hemisphere
## 1 KC101 fidr Fp1 +100..+301 3.4008 L2 id rel left
## 2 KC101 fidr Fp1 +301..+500 -5.2283 L2 id rel left
## 3 KC101 fidr Fp1 +500..+600 -7.7231 L2 id rel left
## 4 KC101 fidr Fp1 +176..+275 2.3693 L2 id rel left
## 5 KC101 fidr Fp1 +350..+449 -6.8223 L2 id rel left
## 6 KC101 fidr Fp1 +449..+551 -6.8470 L2 id rel left
## antpos lextale aoa yrsinstr yrsmontreal percentfrench
## 1 ant 0.64375 11 7 3 10
## 2 ant 0.64375 11 7 3 10
## 3 ant 0.64375 11 7 3 10
## 4 ant 0.64375 11 7 3 10
## 5 ant 0.64375 11 7 3 10
## 6 ant 0.64375 11 7 3 10Center lextale score for normal distribution
data$center_lextale<-scale(data$lextale, center = TRUE, scale = FALSE)
data$center_lextale<-as.numeric(data$center_lextale)create time windows
time100<-data[data$win=="+100..+301",]
time300<-data[data$win=="+301..+500",]
time500<-data[data$win=="+500..+600",]
time175<-data[data$win=="+176..+275",]
time350<-data[data$win=="+350..+449",]
time450<-data[data$win=="+449..+551",]omnibus, time-window 100-300
library(lme4)
library(lmerTest)
t1.1<-lmer(mean~Condition*Related*center_lextale*hemisphere*antpos+(1+Related|Subject),time100)
#step(t1.1)
t1.final<-lmer(formula = mean ~ Condition + Related + center_lextale +
hemisphere + antpos + (1 + Related | Subject) + Condition:Related +
Condition:center_lextale + Related:center_lextale + center_lextale:antpos +
hemisphere:antpos + Condition:Related:center_lextale, data = time100)
summary(t1.final)## Linear mixed model fit by REML t-tests use Satterthwaite approximations
## to degrees of freedom [lmerMod]
## Formula:
## mean ~ Condition + Related + center_lextale + hemisphere + antpos +
## (1 + Related | Subject) + Condition:Related + Condition:center_lextale +
## Related:center_lextale + center_lextale:antpos + hemisphere:antpos +
## Condition:Related:center_lextale
## Data: time100
##
## REML criterion at convergence: 19591.6
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -5.0250 -0.5513 0.0452 0.5951 6.8421
##
## Random effects:
## Groups Name Variance Std.Dev. Corr
## Subject (Intercept) 2.991 1.729
## Relatedrel 1.181 1.087 -0.49
## Residual 6.287 2.507
## Number of obs: 4160, groups: Subject, 26
##
## Fixed effects:
## Estimate Std. Error df
## (Intercept) 2.1015 0.3948 42.0000
## Conditionmorph 0.4073 0.1555 4086.0000
## Conditionorth -0.1640 0.1555 4086.0000
## Conditionsem -0.1680 0.1555 4086.0000
## Relatedrel 1.1630 0.2638 44.0000
## center_lextale 2.8565 4.2486 30.0000
## hemisphereleft -0.5611 0.2129 4086.0000
## hemisphereright -0.5145 0.2129 4086.0000
## antposant 1.3237 0.2459 4086.0000
## antpospost -2.2628 0.2129 4086.0000
## Conditionmorph:Relatedrel -1.3635 0.2199 4086.0000
## Conditionorth:Relatedrel -0.9346 0.2199 4086.0000
## Conditionsem:Relatedrel -1.2778 0.2199 4086.0000
## Conditionmorph:center_lextale -4.6510 1.8208 4086.0000
## Conditionorth:center_lextale -2.0788 1.8208 4086.0000
## Conditionsem:center_lextale 0.8153 1.8208 4086.0000
## Relatedrel:center_lextale 0.8215 3.0894 44.0000
## center_lextale:antposant 2.9318 1.1920 4086.0000
## center_lextale:antpospost -0.5568 1.1605 4086.0000
## hemisphereleft:antposant 0.4146 0.2926 4086.0000
## hemisphereright:antposant 0.7153 0.2926 4086.0000
## hemisphereleft:antpospost -1.1937 0.2656 4086.0000
## hemisphereright:antpospost -0.8521 0.2656 4086.0000
## Conditionmorph:Relatedrel:center_lextale -1.5588 2.5750 4086.0000
## Conditionorth:Relatedrel:center_lextale -1.6736 2.5750 4086.0000
## Conditionsem:Relatedrel:center_lextale -6.9699 2.5750 4086.0000
## t value Pr(>|t|)
## (Intercept) 5.323 3.75e-06 ***
## Conditionmorph 2.620 0.00884 **
## Conditionorth -1.054 0.29178
## Conditionsem -1.080 0.28003
## Relatedrel 4.408 6.65e-05 ***
## center_lextale 0.672 0.50654
## hemisphereleft -2.635 0.00845 **
## hemisphereright -2.417 0.01571 *
## antposant 5.384 7.70e-08 ***
## antpospost -10.627 < 2e-16 ***
## Conditionmorph:Relatedrel -6.200 6.19e-10 ***
## Conditionorth:Relatedrel -4.250 2.19e-05 ***
## Conditionsem:Relatedrel -5.810 6.71e-09 ***
## Conditionmorph:center_lextale -2.554 0.01067 *
## Conditionorth:center_lextale -1.142 0.25365
## Conditionsem:center_lextale 0.448 0.65436
## Relatedrel:center_lextale 0.266 0.79154
## center_lextale:antposant 2.460 0.01395 *
## center_lextale:antpospost -0.480 0.63141
## hemisphereleft:antposant 1.417 0.15661
## hemisphereright:antposant 2.444 0.01456 *
## hemisphereleft:antpospost -4.495 7.15e-06 ***
## hemisphereright:antpospost -3.209 0.00134 **
## Conditionmorph:Relatedrel:center_lextale -0.605 0.54497
## Conditionorth:Relatedrel:center_lextale -0.650 0.51576
## Conditionsem:Relatedrel:center_lextale -2.707 0.00682 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1lmerTest::anova(t1.final)## Analysis of Variance Table of type III with Satterthwaite
## approximation for degrees of freedom
## Sum Sq Mean Sq NumDF DenDF F.value
## Condition 407.3 135.8 3 4086 21.59
## Related 8.8 8.8 1 24 1.41
## center_lextale 0.8 0.8 1 24 0.13
## hemisphere 343.9 172.0 2 4086 27.35
## antpos 14997.8 7498.9 2 4086 1192.79
## Condition:Related 303.8 101.3 3 4086 16.11
## Condition:center_lextale 112.1 37.4 3 4086 5.94
## Related:center_lextale 2.7 2.7 1 24 0.42
## center_lextale:antpos 75.5 37.7 2 4086 6.00
## hemisphere:antpos 327.0 81.8 4 4086 13.01
## Condition:Related:center_lextale 52.7 17.6 3 4086 2.79
## Pr(>F)
## Condition 7.139e-14 ***
## Related 0.2473507
## center_lextale 0.7171634
## hemisphere 1.584e-12 ***
## antpos < 2.2e-16 ***
## Condition:Related 2.077e-10 ***
## Condition:center_lextale 0.0004844 ***
## Related:center_lextale 0.5213311
## center_lextale:antpos 0.0024976 **
## hemisphere:antpos 1.590e-10 ***
## Condition:Related:center_lextale 0.0388736 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1100-300 omnibus lmer-output of interest
Resolve interations by splitting by antpos first
ant100<-time100[time100$antpos=="ant",]
cent100<-time100[time100$antpos=="central",]
post100<-time100[time100$antpos=="post",]100-300, anterior
ant1.1<-lmer(mean~Condition*Related*center_lextale*hemisphere+(1+Related|Subject),ant100)
#step(ant1.1)
ant1.final<-lmer(formula = mean ~ Condition + Related + center_lextale +
hemisphere + (1 + Related | Subject) + Condition:Related +
Condition:center_lextale + Related:center_lextale + Condition:Related:center_lextale,
data = ant100)
summary(ant1.final)## Linear mixed model fit by REML t-tests use Satterthwaite approximations
## to degrees of freedom [lmerMod]
## Formula: mean ~ Condition + Related + center_lextale + hemisphere + (1 +
## Related | Subject) + Condition:Related + Condition:center_lextale +
## Related:center_lextale + Condition:Related:center_lextale
## Data: ant100
##
## REML criterion at convergence: 6519.1
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -5.4253 -0.5451 0.0110 0.5882 5.5756
##
## Random effects:
## Groups Name Variance Std.Dev. Corr
## Subject (Intercept) 6.487 2.547
## Relatedrel 2.424 1.557 -0.62
## Residual 4.746 2.179
## Number of obs: 1456, groups: Subject, 26
##
## Fixed effects:
## Estimate Std. Error df
## (Intercept) 3.33245 0.54328 31.90000
## Conditionmorph 0.83101 0.22838 1390.00000
## Conditionorth 0.04371 0.22838 1390.00000
## Conditionsem -0.27021 0.22838 1390.00000
## Relatedrel 1.48302 0.38130 44.80000
## center_lextale 2.91104 6.14698 27.80000
## hemisphereleft -0.14645 0.17443 1390.00000
## hemisphereright 0.20075 0.17443 1390.00000
## Conditionmorph:Relatedrel -2.22293 0.32298 1390.00000
## Conditionorth:Relatedrel -1.39731 0.32298 1390.00000
## Conditionsem:Relatedrel -1.55218 0.32298 1390.00000
## Conditionmorph:center_lextale -2.59813 2.67417 1390.00000
## Conditionorth:center_lextale 0.33160 2.67417 1390.00000
## Conditionsem:center_lextale 8.92930 2.67417 1390.00000
## Relatedrel:center_lextale 4.58439 4.46473 44.80000
## Conditionmorph:Relatedrel:center_lextale -4.58534 3.78185 1390.00000
## Conditionorth:Relatedrel:center_lextale -4.59433 3.78185 1390.00000
## Conditionsem:Relatedrel:center_lextale -18.21036 3.78185 1390.00000
## t value Pr(>|t|)
## (Intercept) 6.134 7.48e-07 ***
## Conditionmorph 3.639 0.000284 ***
## Conditionorth 0.191 0.848256
## Conditionsem -1.183 0.236947
## Relatedrel 3.889 0.000330 ***
## center_lextale 0.474 0.639503
## hemisphereleft -0.840 0.401285
## hemisphereright 1.151 0.249979
## Conditionmorph:Relatedrel -6.883 8.87e-12 ***
## Conditionorth:Relatedrel -4.326 1.62e-05 ***
## Conditionsem:Relatedrel -4.806 1.71e-06 ***
## Conditionmorph:center_lextale -0.972 0.331436
## Conditionorth:center_lextale 0.124 0.901332
## Conditionsem:center_lextale 3.339 0.000863 ***
## Relatedrel:center_lextale 1.027 0.310025
## Conditionmorph:Relatedrel:center_lextale -1.212 0.225543
## Conditionorth:Relatedrel:center_lextale -1.215 0.224635
## Conditionsem:Relatedrel:center_lextale -4.815 1.63e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Correlation of Fixed Effects:
## (Intr) Cndtnm Cndtnr Cndtns Rltdrl cntr_l hmsphrl hmsphrr
## Conditnmrph -0.210
## Conditinrth -0.210 0.500
## Conditionsm -0.210 0.500 0.500
## Relatedrel -0.580 0.299 0.299 0.299
## center_lxtl 0.000 0.000 0.000 0.000 0.000
## hemisphrlft -0.241 0.000 0.000 0.000 0.000 0.000
## hemsphrrght -0.241 0.000 0.000 0.000 0.000 0.000 0.750
## Cndtnmrph:R 0.149 -0.707 -0.354 -0.354 -0.424 0.000 0.000 0.000
## Cndtnrth:Rl 0.149 -0.354 -0.707 -0.354 -0.424 0.000 0.000 0.000
## Cndtnsm:Rlt 0.149 -0.354 -0.354 -0.707 -0.424 0.000 0.000 0.000
## Cndtnmrph:_ 0.000 0.000 0.000 0.000 0.000 -0.218 0.000 0.000
## Cndtnrth:c_ 0.000 0.000 0.000 0.000 0.000 -0.218 0.000 0.000
## Cndtnsm:cn_ 0.000 0.000 0.000 0.000 0.000 -0.218 0.000 0.000
## Rltdrl:cnt_ 0.000 0.000 0.000 0.000 0.000 -0.600 0.000 0.000
## Cndtnmr:R:_ 0.000 0.000 0.000 0.000 0.000 0.154 0.000 0.000
## Cndtnrt:R:_ 0.000 0.000 0.000 0.000 0.000 0.154 0.000 0.000
## Cndtnsm:R:_ 0.000 0.000 0.000 0.000 0.000 0.154 0.000 0.000
## Cndtnm:R Cndtnr:R Cndtns:R Cndtnm:_ Cndtnr:_ Cndtns:_ Rltd:_
## Conditnmrph
## Conditinrth
## Conditionsm
## Relatedrel
## center_lxtl
## hemisphrlft
## hemsphrrght
## Cndtnmrph:R
## Cndtnrth:Rl 0.500
## Cndtnsm:Rlt 0.500 0.500
## Cndtnmrph:_ 0.000 0.000 0.000
## Cndtnrth:c_ 0.000 0.000 0.000 0.500
## Cndtnsm:cn_ 0.000 0.000 0.000 0.500 0.500
## Rltdrl:cnt_ 0.000 0.000 0.000 0.299 0.299 0.299
## Cndtnmr:R:_ 0.000 0.000 0.000 -0.707 -0.354 -0.354 -0.424
## Cndtnrt:R:_ 0.000 0.000 0.000 -0.354 -0.707 -0.354 -0.424
## Cndtnsm:R:_ 0.000 0.000 0.000 -0.354 -0.354 -0.707 -0.424
## Cndtnm:R:_ Cndtnr:R:_
## Conditnmrph
## Conditinrth
## Conditionsm
## Relatedrel
## center_lxtl
## hemisphrlft
## hemsphrrght
## Cndtnmrph:R
## Cndtnrth:Rl
## Cndtnsm:Rlt
## Cndtnmrph:_
## Cndtnrth:c_
## Cndtnsm:cn_
## Rltdrl:cnt_
## Cndtnmr:R:_
## Cndtnrt:R:_ 0.500
## Cndtnsm:R:_ 0.500 0.500lmerTest::anova(ant1.final)## Analysis of Variance Table of type III with Satterthwaite
## approximation for degrees of freedom
## Sum Sq Mean Sq NumDF DenDF F.value
## Condition 225.887 75.296 3 1390 15.8638
## Related 1.611 1.611 1 24 0.3394
## center_lextale 2.258 2.258 1 24 0.4757
## hemisphere 37.741 18.871 2 1390 3.9758
## Condition:Related 237.936 79.312 3 1390 16.7100
## Condition:center_lextale 41.021 13.674 3 1390 2.8809
## Related:center_lextale 1.668 1.668 1 24 0.3515
## Condition:Related:center_lextale 123.582 41.194 3 1390 8.6791
## Pr(>F)
## Condition 3.812e-10 ***
## Related 0.56560
## center_lextale 0.49697
## hemisphere 0.01898 *
## Condition:Related 1.146e-10 ***
## Condition:center_lextale 0.03481 *
## Related:center_lextale 0.55880
## Condition:Related:center_lextale 1.047e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1100 - 300, anterior
100-300, central
cent1.1<-lmer(mean~Condition*Related*center_lextale*hemisphere+(1+Related|Subject),cent100)
#step(cent1.1)
cent1.final<-lmer(formula = mean ~ Condition + Related + center_lextale +
hemisphere + (1 + Related | Subject) + Condition:Related +
Condition:center_lextale, data = cent100)
summary(cent1.final)## Linear mixed model fit by REML t-tests use Satterthwaite approximations
## to degrees of freedom [lmerMod]
## Formula: mean ~ Condition + Related + center_lextale + hemisphere + (1 +
## Related | Subject) + Condition:Related + Condition:center_lextale
## Data: cent100
##
## REML criterion at convergence: 4079.4
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -4.4836 -0.5924 0.0002 0.6150 3.5638
##
## Random effects:
## Groups Name Variance Std.Dev. Corr
## Subject (Intercept) 3.519 1.876
## Relatedrel 1.707 1.306 -0.55
## Residual 2.591 1.610
## Number of obs: 1040, groups: Subject, 26
##
## Fixed effects:
## Estimate Std. Error df t value
## (Intercept) 2.2539 0.4065 33.7000 5.545
## Conditionmorph 0.3272 0.1997 977.0000 1.639
## Conditionorth -0.3274 0.1997 977.0000 -1.640
## Conditionsem -0.2691 0.1997 977.0000 -1.348
## Relatedrel 0.9513 0.3248 48.5000 2.929
## center_lextale 2.3581 3.8037 27.8000 0.620
## hemisphereleft -0.5611 0.1367 977.0000 -4.104
## hemisphereright -0.5145 0.1367 977.0000 -3.764
## Conditionmorph:Relatedrel -1.2374 0.2824 977.0000 -4.382
## Conditionorth:Relatedrel -0.7414 0.2824 977.0000 -2.626
## Conditionsem:Relatedrel -1.2798 0.2824 977.0000 -4.532
## Conditionmorph:center_lextale -5.3348 1.6532 977.0000 -3.227
## Conditionorth:center_lextale -1.5542 1.6532 977.0000 -0.940
## Conditionsem:center_lextale -2.7473 1.6532 977.0000 -1.662
## Pr(>|t|)
## (Intercept) 3.47e-06 ***
## Conditionmorph 0.101570
## Conditionorth 0.101425
## Conditionsem 0.178034
## Relatedrel 0.005174 **
## center_lextale 0.540337
## hemisphereleft 4.40e-05 ***
## hemisphereright 0.000177 ***
## Conditionmorph:Relatedrel 1.30e-05 ***
## Conditionorth:Relatedrel 0.008781 **
## Conditionsem:Relatedrel 6.56e-06 ***
## Conditionmorph:center_lextale 0.001293 **
## Conditionorth:center_lextale 0.347381
## Conditionsem:center_lextale 0.096870 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Correlation of Fixed Effects:
## (Intr) Cndtnm Cndtnr Cndtns Rltdrl cntr_l hmsphrl hmsphrr
## Conditnmrph -0.246
## Conditinrth -0.246 0.500
## Conditionsm -0.246 0.500 0.500
## Relatedrel -0.541 0.307 0.307 0.307
## center_lxtl 0.000 0.000 0.000 0.000 0.000
## hemisphrlft -0.224 0.000 0.000 0.000 0.000 0.000
## hemsphrrght -0.224 0.000 0.000 0.000 0.000 0.000 0.667
## Cndtnmrph:R 0.174 -0.707 -0.354 -0.354 -0.435 0.000 0.000 0.000
## Cndtnrth:Rl 0.174 -0.354 -0.707 -0.354 -0.435 0.000 0.000 0.000
## Cndtnsm:Rlt 0.174 -0.354 -0.354 -0.707 -0.435 0.000 0.000 0.000
## Cndtnmrph:_ 0.000 0.000 0.000 0.000 0.000 -0.217 0.000 0.000
## Cndtnrth:c_ 0.000 0.000 0.000 0.000 0.000 -0.217 0.000 0.000
## Cndtnsm:cn_ 0.000 0.000 0.000 0.000 0.000 -0.217 0.000 0.000
## Cndtnm:R Cndtnr:R Cndtns:R Cndtnm:_ Cndtnr:_
## Conditnmrph
## Conditinrth
## Conditionsm
## Relatedrel
## center_lxtl
## hemisphrlft
## hemsphrrght
## Cndtnmrph:R
## Cndtnrth:Rl 0.500
## Cndtnsm:Rlt 0.500 0.500
## Cndtnmrph:_ 0.000 0.000 0.000
## Cndtnrth:c_ 0.000 0.000 0.000 0.500
## Cndtnsm:cn_ 0.000 0.000 0.000 0.500 0.500lmerTest::anova(cent1.final)## Analysis of Variance Table of type III with Satterthwaite
## approximation for degrees of freedom
## Sum Sq Mean Sq NumDF DenDF F.value Pr(>F)
## Condition 129.338 43.113 3 977 16.6365 1.510e-10 ***
## Related 0.639 0.639 1 25 0.2468 0.62371
## center_lextale 0.001 0.001 1 24 0.0002 0.98902
## hemisphere 48.579 24.289 2 977 9.3730 9.288e-05 ***
## Condition:Related 69.168 23.056 3 977 8.8970 8.071e-06 ***
## Condition:center_lextale 28.841 9.614 3 977 3.7098 0.01134 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1central 100-300
100-300, posterior
post1.1<-lmer(mean~Condition*Related*center_lextale*hemisphere+(1+Related|Subject),post100)
#step(post1.1)
post1.final<-lmer(formula = mean ~ Condition + Related + center_lextale +
hemisphere + (1 + Related | Subject) + Condition:Related +
Condition:center_lextale, data = post100)
summary(post1.final)## Linear mixed model fit by REML t-tests use Satterthwaite approximations
## to degrees of freedom [lmerMod]
## Formula: mean ~ Condition + Related + center_lextale + hemisphere + (1 +
## Related | Subject) + Condition:Related + Condition:center_lextale
## Data: post100
##
## REML criterion at convergence: 7758.6
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.6324 -0.6555 -0.0027 0.6599 5.5098
##
## Random effects:
## Groups Name Variance Std.Dev. Corr
## Subject (Intercept) 4.3406 2.0834
## Relatedrel 0.6571 0.8106 -0.08
## Residual 5.7922 2.4067
## Number of obs: 1664, groups: Subject, 26
##
## Fixed effects:
## Estimate Std. Error df t value
## (Intercept) -0.17538 0.45303 33.50000 -0.387
## Conditionmorph 0.08671 0.23600 1601.00000 0.367
## Conditionorth -0.24352 0.23600 1601.00000 -1.032
## Conditionsem -0.01537 0.23600 1601.00000 -0.065
## Relatedrel 1.01524 0.28455 104.80000 3.568
## center_lextale 3.96815 4.97446 27.00000 0.798
## hemisphereleft -1.75475 0.15233 1601.00000 -11.519
## hemisphereright -1.36663 0.15233 1601.00000 -8.971
## Conditionmorph:Relatedrel -0.69033 0.33375 1601.00000 -2.068
## Conditionorth:Relatedrel -0.65035 0.33375 1601.00000 -1.949
## Conditionsem:Relatedrel -1.03634 0.33375 1601.00000 -3.105
## Conditionmorph:center_lextale -5.96222 1.95397 1601.00000 -3.051
## Conditionorth:center_lextale -4.59776 1.95397 1601.00000 -2.353
## Conditionsem:center_lextale -4.80329 1.95397 1601.00000 -2.458
## Pr(>|t|)
## (Intercept) 0.701106
## Conditionmorph 0.713353
## Conditionorth 0.302273
## Conditionsem 0.948082
## Relatedrel 0.000544 ***
## center_lextale 0.431992
## hemisphereleft < 2e-16 ***
## hemisphereright < 2e-16 ***
## Conditionmorph:Relatedrel 0.038761 *
## Conditionorth:Relatedrel 0.051515 .
## Conditionsem:Relatedrel 0.001935 **
## Conditionmorph:center_lextale 0.002316 **
## Conditionorth:center_lextale 0.018741 *
## Conditionsem:center_lextale 0.014068 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Correlation of Fixed Effects:
## (Intr) Cndtnm Cndtnr Cndtns Rltdrl cntr_l hmsphrl hmsphrr
## Conditnmrph -0.260
## Conditinrth -0.260 0.500
## Conditionsm -0.260 0.500 0.500
## Relatedrel -0.258 0.415 0.415 0.415
## center_lxtl 0.000 0.000 0.000 0.000 0.000
## hemisphrlft -0.202 0.000 0.000 0.000 0.000 0.000
## hemsphrrght -0.202 0.000 0.000 0.000 0.000 0.000 0.600
## Cndtnmrph:R 0.184 -0.707 -0.354 -0.354 -0.586 0.000 0.000 0.000
## Cndtnrth:Rl 0.184 -0.354 -0.707 -0.354 -0.586 0.000 0.000 0.000
## Cndtnsm:Rlt 0.184 -0.354 -0.354 -0.707 -0.586 0.000 0.000 0.000
## Cndtnmrph:_ 0.000 0.000 0.000 0.000 0.000 -0.196 0.000 0.000
## Cndtnrth:c_ 0.000 0.000 0.000 0.000 0.000 -0.196 0.000 0.000
## Cndtnsm:cn_ 0.000 0.000 0.000 0.000 0.000 -0.196 0.000 0.000
## Cndtnm:R Cndtnr:R Cndtns:R Cndtnm:_ Cndtnr:_
## Conditnmrph
## Conditinrth
## Conditionsm
## Relatedrel
## center_lxtl
## hemisphrlft
## hemsphrrght
## Cndtnmrph:R
## Cndtnrth:Rl 0.500
## Cndtnsm:Rlt 0.500 0.500
## Cndtnmrph:_ 0.000 0.000 0.000
## Cndtnrth:c_ 0.000 0.000 0.000 0.500
## Cndtnsm:cn_ 0.000 0.000 0.000 0.500 0.500lmerTest::anova(post1.final)## Analysis of Variance Table of type III with Satterthwaite
## approximation for degrees of freedom
## Sum Sq Mean Sq NumDF DenDF F.value Pr(>F)
## Condition 88.20 29.40 3 1601 5.076 0.001685 **
## Related 26.19 26.19 1 25 4.522 0.043523 *
## center_lextale 0.00 0.00 1 24 0.001 0.979179
## hemisphere 806.95 403.48 2 1601 69.659 < 2.2e-16 ***
## Condition:Related 58.34 19.45 3 1601 3.357 0.018198 *
## Condition:center_lextale 62.96 20.99 3 1601 3.623 0.012641 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1posterior, 100 - 300
t3.1<-lmer(mean~Condition*Related*center_lextale*hemisphere*antpos+(1+Related|Subject),time300)
#step(t3.1)
t3.final<-lmer(formula = mean ~ Condition + Related + center_lextale +
hemisphere + antpos + (1 + Related | Subject) + Condition:Related +
Condition:center_lextale + center_lextale:hemisphere + Condition:antpos +
Related:antpos + center_lextale:antpos + hemisphere:antpos +
Condition:Related:antpos, data = time300)
summary(t3.final)## Linear mixed model fit by REML t-tests use Satterthwaite approximations
## to degrees of freedom [lmerMod]
## Formula:
## mean ~ Condition + Related + center_lextale + hemisphere + antpos +
## (1 + Related | Subject) + Condition:Related + Condition:center_lextale +
## center_lextale:hemisphere + Condition:antpos + Related:antpos +
## center_lextale:antpos + hemisphere:antpos + Condition:Related:antpos
## Data: time300
##
## REML criterion at convergence: 20867.1
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -7.4558 -0.5542 0.0209 0.5632 7.0117
##
## Random effects:
## Groups Name Variance Std.Dev. Corr
## Subject (Intercept) 5.0076 2.2378
## Relatedrel 0.8513 0.9226 -0.32
## Residual 8.5623 2.9261
## Number of obs: 4160, groups: Subject, 26
##
## Fixed effects:
## Estimate Std. Error df
## (Intercept) 0.44344 0.53981 53.00000
## Conditionmorph 0.42197 0.36294 4073.00000
## Conditionorth -0.20814 0.36294 4073.00000
## Conditionsem -0.15301 0.36294 4073.00000
## Relatedrel 0.75476 0.40555 382.00000
## center_lextale 10.42571 5.18969 30.00000
## hemisphereleft -0.23266 0.24849 4073.00000
## hemisphereright 1.15698 0.24849 4073.00000
## antposant -0.42999 0.42559 4073.00000
## antpospost 1.36799 0.39421 4073.00000
## Conditionmorph:Relatedrel -0.69064 0.51328 4073.00000
## Conditionorth:Relatedrel 0.06445 0.51328 4073.00000
## Conditionsem:Relatedrel -0.49985 0.51328 4073.00000
## Conditionmorph:center_lextale -3.35363 1.50253 4073.00000
## Conditionorth:center_lextale -3.79367 1.50253 4073.00000
## Conditionsem:center_lextale -1.49759 1.50253 4073.00000
## center_lextale:hemisphereleft 2.04571 1.46303 4073.00000
## center_lextale:hemisphereright -1.47720 1.46303 4073.00000
## Conditionmorph:antposant 0.56842 0.47521 4073.00000
## Conditionorth:antposant 0.52195 0.47521 4073.00000
## Conditionsem:antposant 0.01979 0.47521 4073.00000
## Conditionmorph:antpospost -0.29944 0.46266 4073.00000
## Conditionorth:antpospost 0.19471 0.46266 4073.00000
## Conditionsem:antpospost 0.18948 0.46266 4073.00000
## Relatedrel:antposant -0.39023 0.47521 4073.00000
## Relatedrel:antpospost 0.71315 0.46266 4073.00000
## center_lextale:antposant 0.70194 1.39317 4073.00000
## center_lextale:antpospost -6.58980 1.35601 4073.00000
## hemisphereleft:antposant -0.88556 0.34152 4073.00000
## hemisphereright:antposant -0.44679 0.34152 4073.00000
## hemisphereleft:antpospost -1.37824 0.30992 4073.00000
## hemisphereright:antpospost -1.70650 0.30992 4073.00000
## Conditionmorph:Relatedrel:antposant -0.49722 0.67204 4073.00000
## Conditionorth:Relatedrel:antposant -0.11412 0.67204 4073.00000
## Conditionsem:Relatedrel:antposant 0.51484 0.67204 4073.00000
## Conditionmorph:Relatedrel:antpospost 0.36082 0.65431 4073.00000
## Conditionorth:Relatedrel:antpospost -0.76067 0.65431 4073.00000
## Conditionsem:Relatedrel:antpospost -0.83146 0.65431 4073.00000
## t value Pr(>|t|)
## (Intercept) 0.821 0.415085
## Conditionmorph 1.163 0.245046
## Conditionorth -0.573 0.566359
## Conditionsem -0.422 0.673348
## Relatedrel 1.861 0.063502 .
## center_lextale 2.009 0.053623 .
## hemisphereleft -0.936 0.349180
## hemisphereright 4.656 3.33e-06 ***
## antposant -1.010 0.312388
## antpospost 3.470 0.000525 ***
## Conditionmorph:Relatedrel -1.346 0.178523
## Conditionorth:Relatedrel 0.126 0.900084
## Conditionsem:Relatedrel -0.974 0.330199
## Conditionmorph:center_lextale -2.232 0.025670 *
## Conditionorth:center_lextale -2.525 0.011612 *
## Conditionsem:center_lextale -0.997 0.318963
## center_lextale:hemisphereleft 1.398 0.162108
## center_lextale:hemisphereright -1.010 0.312704
## Conditionmorph:antposant 1.196 0.231704
## Conditionorth:antposant 1.098 0.272108
## Conditionsem:antposant 0.042 0.966780
## Conditionmorph:antpospost -0.647 0.517530
## Conditionorth:antpospost 0.421 0.673896
## Conditionsem:antpospost 0.410 0.682162
## Relatedrel:antposant -0.821 0.411596
## Relatedrel:antpospost 1.541 0.123298
## center_lextale:antposant 0.504 0.614398
## center_lextale:antpospost -4.860 1.22e-06 ***
## hemisphereleft:antposant -2.593 0.009548 **
## hemisphereright:antposant -1.308 0.190859
## hemisphereleft:antpospost -4.447 8.94e-06 ***
## hemisphereright:antpospost -5.506 3.89e-08 ***
## Conditionmorph:Relatedrel:antposant -0.740 0.459425
## Conditionorth:Relatedrel:antposant -0.170 0.865168
## Conditionsem:Relatedrel:antposant 0.766 0.443674
## Conditionmorph:Relatedrel:antpospost 0.551 0.581351
## Conditionorth:Relatedrel:antpospost -1.163 0.245075
## Conditionsem:Relatedrel:antpospost -1.271 0.203890
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1lmerTest::anova(t3.final)## Analysis of Variance Table of type III with Satterthwaite
## approximation for degrees of freedom
## Sum Sq Mean Sq NumDF DenDF F.value Pr(>F)
## Condition 150.04 50.01 3 4073.0 5.841 0.0005609
## Related 45.84 45.84 1 25.4 5.354 0.0290422
## center_lextale 14.95 14.95 1 24.1 1.746 0.1988465
## hemisphere 1678.11 839.05 2 4073.0 97.993 < 2.2e-16
## antpos 1235.27 617.64 2 4073.0 72.134 < 2.2e-16
## Condition:Related 86.22 28.74 3 4073.0 3.357 0.0180726
## Condition:center_lextale 69.77 23.26 3 4073.0 2.716 0.0431796
## center_lextale:hemisphere 75.70 37.85 2 4073.0 4.420 0.0120860
## Condition:antpos 47.58 7.93 6 4073.0 0.926 0.4747911
## Related:antpos 130.53 65.27 2 4073.0 7.622 0.0004963
## center_lextale:antpos 354.89 177.44 2 4073.0 20.724 1.110e-09
## hemisphere:antpos 365.41 91.35 4 4073.0 10.669 1.336e-08
## Condition:Related:antpos 134.72 22.45 6 4073.0 2.622 0.0153907
##
## Condition ***
## Related *
## center_lextale
## hemisphere ***
## antpos ***
## Condition:Related *
## Condition:center_lextale *
## center_lextale:hemisphere *
## Condition:antpos
## Related:antpos ***
## center_lextale:antpos ***
## hemisphere:antpos ***
## Condition:Related:antpos *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1300-500 ombinbus
Resolve interaction by separating by antpos
ant300<-time300[time300$antpos=="ant",]
cent300<-time300[time300$antpos=="central",]
post300<-time300[time300$antpos=="post",]ant3.1<-lmer(mean~Condition*Related*center_lextale*hemisphere+(1+Related|Subject),ant300)
summary(ant3.1)## Linear mixed model fit by REML t-tests use Satterthwaite approximations
## to degrees of freedom [lmerMod]
## Formula: mean ~ Condition * Related * center_lextale * hemisphere + (1 +
## Related | Subject)
## Data: ant300
##
## REML criterion at convergence: 7088.9
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -5.9848 -0.4884 0.0329 0.5147 5.2951
##
## Random effects:
## Groups Name Variance Std.Dev. Corr
## Subject (Intercept) 12.752 3.571
## Relatedrel 1.469 1.212 -0.11
## Residual 7.733 2.781
## Number of obs: 1456, groups: Subject, 26
##
## Fixed effects:
## Estimate
## (Intercept) 6.598e-02
## Conditionmorph 6.754e-01
## Conditionorth 5.593e-02
## Conditionsem -2.733e-01
## Relatedrel 6.185e-01
## center_lextale 1.282e+01
## hemisphereleft -1.239e+00
## hemisphereright 7.087e-01
## Conditionmorph:Relatedrel -1.127e+00
## Conditionorth:Relatedrel 8.294e-02
## Conditionsem:Relatedrel -1.890e-01
## Conditionmorph:center_lextale -6.873e+00
## Conditionorth:center_lextale -4.274e+00
## Conditionsem:center_lextale 3.228e+00
## Relatedrel:center_lextale 1.587e-02
## Conditionmorph:hemisphereleft 4.129e-01
## Conditionorth:hemisphereleft 4.050e-01
## Conditionsem:hemisphereleft 4.555e-01
## Conditionmorph:hemisphereright 3.220e-01
## Conditionorth:hemisphereright 1.967e-01
## Conditionsem:hemisphereright -1.286e-01
## Relatedrel:hemisphereleft -4.276e-01
## Relatedrel:hemisphereright -1.651e-01
## center_lextale:hemisphereleft -4.907e+00
## center_lextale:hemisphereright -4.847e+00
## Conditionmorph:Relatedrel:center_lextale -1.126e+00
## Conditionorth:Relatedrel:center_lextale -4.991e+00
## Conditionsem:Relatedrel:center_lextale -1.091e+01
## Conditionmorph:Relatedrel:hemisphereleft -3.982e-03
## Conditionorth:Relatedrel:hemisphereleft -3.876e-02
## Conditionsem:Relatedrel:hemisphereleft 1.747e-01
## Conditionmorph:Relatedrel:hemisphereright -1.384e-01
## Conditionorth:Relatedrel:hemisphereright -2.707e-01
## Conditionsem:Relatedrel:hemisphereright 3.013e-01
## Conditionmorph:center_lextale:hemisphereleft 8.071e+00
## Conditionorth:center_lextale:hemisphereleft 6.741e+00
## Conditionsem:center_lextale:hemisphereleft 5.118e+00
## Conditionmorph:center_lextale:hemisphereright 9.462e+00
## Conditionorth:center_lextale:hemisphereright 8.445e+00
## Conditionsem:center_lextale:hemisphereright 6.150e+00
## Relatedrel:center_lextale:hemisphereleft 3.256e+00
## Relatedrel:center_lextale:hemisphereright 5.467e+00
## Conditionmorph:Relatedrel:center_lextale:hemisphereleft -2.465e+00
## Conditionorth:Relatedrel:center_lextale:hemisphereleft -3.227e+00
## Conditionsem:Relatedrel:center_lextale:hemisphereleft -9.772e-01
## Conditionmorph:Relatedrel:center_lextale:hemisphereright -7.067e+00
## Conditionorth:Relatedrel:center_lextale:hemisphereright -4.255e+00
## Conditionsem:Relatedrel:center_lextale:hemisphereright -7.811e+00
## Std. Error
## (Intercept) 8.876e-01
## Conditionmorph 7.713e-01
## Conditionorth 7.713e-01
## Conditionsem 7.713e-01
## Relatedrel 8.071e-01
## center_lextale 1.039e+01
## hemisphereleft 6.297e-01
## hemisphereright 6.297e-01
## Conditionmorph:Relatedrel 1.091e+00
## Conditionorth:Relatedrel 1.091e+00
## Conditionsem:Relatedrel 1.091e+00
## Conditionmorph:center_lextale 9.031e+00
## Conditionorth:center_lextale 9.031e+00
## Conditionsem:center_lextale 9.031e+00
## Relatedrel:center_lextale 9.450e+00
## Conditionmorph:hemisphereleft 8.906e-01
## Conditionorth:hemisphereleft 8.906e-01
## Conditionsem:hemisphereleft 8.906e-01
## Conditionmorph:hemisphereright 8.906e-01
## Conditionorth:hemisphereright 8.906e-01
## Conditionsem:hemisphereright 8.906e-01
## Relatedrel:hemisphereleft 8.906e-01
## Relatedrel:hemisphereright 8.906e-01
## center_lextale:hemisphereleft 7.374e+00
## center_lextale:hemisphereright 7.374e+00
## Conditionmorph:Relatedrel:center_lextale 1.277e+01
## Conditionorth:Relatedrel:center_lextale 1.277e+01
## Conditionsem:Relatedrel:center_lextale 1.277e+01
## Conditionmorph:Relatedrel:hemisphereleft 1.259e+00
## Conditionorth:Relatedrel:hemisphereleft 1.259e+00
## Conditionsem:Relatedrel:hemisphereleft 1.259e+00
## Conditionmorph:Relatedrel:hemisphereright 1.259e+00
## Conditionorth:Relatedrel:hemisphereright 1.259e+00
## Conditionsem:Relatedrel:hemisphereright 1.259e+00
## Conditionmorph:center_lextale:hemisphereleft 1.043e+01
## Conditionorth:center_lextale:hemisphereleft 1.043e+01
## Conditionsem:center_lextale:hemisphereleft 1.043e+01
## Conditionmorph:center_lextale:hemisphereright 1.043e+01
## Conditionorth:center_lextale:hemisphereright 1.043e+01
## Conditionsem:center_lextale:hemisphereright 1.043e+01
## Relatedrel:center_lextale:hemisphereleft 1.043e+01
## Relatedrel:center_lextale:hemisphereright 1.043e+01
## Conditionmorph:Relatedrel:center_lextale:hemisphereleft 1.475e+01
## Conditionorth:Relatedrel:center_lextale:hemisphereleft 1.475e+01
## Conditionsem:Relatedrel:center_lextale:hemisphereleft 1.475e+01
## Conditionmorph:Relatedrel:center_lextale:hemisphereright 1.475e+01
## Conditionorth:Relatedrel:center_lextale:hemisphereright 1.475e+01
## Conditionsem:Relatedrel:center_lextale:hemisphereright 1.475e+01
## df
## (Intercept) 5.900e+01
## Conditionmorph 1.360e+03
## Conditionorth 1.360e+03
## Conditionsem 1.360e+03
## Relatedrel 8.590e+02
## center_lextale 5.900e+01
## hemisphereleft 1.360e+03
## hemisphereright 1.360e+03
## Conditionmorph:Relatedrel 1.360e+03
## Conditionorth:Relatedrel 1.360e+03
## Conditionsem:Relatedrel 1.360e+03
## Conditionmorph:center_lextale 1.360e+03
## Conditionorth:center_lextale 1.360e+03
## Conditionsem:center_lextale 1.360e+03
## Relatedrel:center_lextale 8.590e+02
## Conditionmorph:hemisphereleft 1.360e+03
## Conditionorth:hemisphereleft 1.360e+03
## Conditionsem:hemisphereleft 1.360e+03
## Conditionmorph:hemisphereright 1.360e+03
## Conditionorth:hemisphereright 1.360e+03
## Conditionsem:hemisphereright 1.360e+03
## Relatedrel:hemisphereleft 1.360e+03
## Relatedrel:hemisphereright 1.360e+03
## center_lextale:hemisphereleft 1.360e+03
## center_lextale:hemisphereright 1.360e+03
## Conditionmorph:Relatedrel:center_lextale 1.360e+03
## Conditionorth:Relatedrel:center_lextale 1.360e+03
## Conditionsem:Relatedrel:center_lextale 1.360e+03
## Conditionmorph:Relatedrel:hemisphereleft 1.360e+03
## Conditionorth:Relatedrel:hemisphereleft 1.360e+03
## Conditionsem:Relatedrel:hemisphereleft 1.360e+03
## Conditionmorph:Relatedrel:hemisphereright 1.360e+03
## Conditionorth:Relatedrel:hemisphereright 1.360e+03
## Conditionsem:Relatedrel:hemisphereright 1.360e+03
## Conditionmorph:center_lextale:hemisphereleft 1.360e+03
## Conditionorth:center_lextale:hemisphereleft 1.360e+03
## Conditionsem:center_lextale:hemisphereleft 1.360e+03
## Conditionmorph:center_lextale:hemisphereright 1.360e+03
## Conditionorth:center_lextale:hemisphereright 1.360e+03
## Conditionsem:center_lextale:hemisphereright 1.360e+03
## Relatedrel:center_lextale:hemisphereleft 1.360e+03
## Relatedrel:center_lextale:hemisphereright 1.360e+03
## Conditionmorph:Relatedrel:center_lextale:hemisphereleft 1.360e+03
## Conditionorth:Relatedrel:center_lextale:hemisphereleft 1.360e+03
## Conditionsem:Relatedrel:center_lextale:hemisphereleft 1.360e+03
## Conditionmorph:Relatedrel:center_lextale:hemisphereright 1.360e+03
## Conditionorth:Relatedrel:center_lextale:hemisphereright 1.360e+03
## Conditionsem:Relatedrel:center_lextale:hemisphereright 1.360e+03
## t value Pr(>|t|)
## (Intercept) 0.074 0.9410
## Conditionmorph 0.876 0.3813
## Conditionorth 0.073 0.9422
## Conditionsem -0.354 0.7231
## Relatedrel 0.766 0.4436
## center_lextale 1.233 0.2223
## hemisphereleft -1.968 0.0493
## hemisphereright 1.125 0.2606
## Conditionmorph:Relatedrel -1.033 0.3017
## Conditionorth:Relatedrel 0.076 0.9394
## Conditionsem:Relatedrel -0.173 0.8625
## Conditionmorph:center_lextale -0.761 0.4468
## Conditionorth:center_lextale -0.473 0.6361
## Conditionsem:center_lextale 0.357 0.7208
## Relatedrel:center_lextale 0.002 0.9987
## Conditionmorph:hemisphereleft 0.464 0.6430
## Conditionorth:hemisphereleft 0.455 0.6493
## Conditionsem:hemisphereleft 0.511 0.6091
## Conditionmorph:hemisphereright 0.362 0.7177
## Conditionorth:hemisphereright 0.221 0.8252
## Conditionsem:hemisphereright -0.144 0.8852
## Relatedrel:hemisphereleft -0.480 0.6312
## Relatedrel:hemisphereright -0.185 0.8529
## center_lextale:hemisphereleft -0.665 0.5059
## center_lextale:hemisphereright -0.657 0.5111
## Conditionmorph:Relatedrel:center_lextale -0.088 0.9297
## Conditionorth:Relatedrel:center_lextale -0.391 0.6960
## Conditionsem:Relatedrel:center_lextale -0.854 0.3930
## Conditionmorph:Relatedrel:hemisphereleft -0.003 0.9975
## Conditionorth:Relatedrel:hemisphereleft -0.031 0.9755
## Conditionsem:Relatedrel:hemisphereleft 0.139 0.8897
## Conditionmorph:Relatedrel:hemisphereright -0.110 0.9125
## Conditionorth:Relatedrel:hemisphereright -0.215 0.8299
## Conditionsem:Relatedrel:hemisphereright 0.239 0.8110
## Conditionmorph:center_lextale:hemisphereleft 0.774 0.4391
## Conditionorth:center_lextale:hemisphereleft 0.646 0.5181
## Conditionsem:center_lextale:hemisphereleft 0.491 0.6236
## Conditionmorph:center_lextale:hemisphereright 0.907 0.3644
## Conditionorth:center_lextale:hemisphereright 0.810 0.4182
## Conditionsem:center_lextale:hemisphereright 0.590 0.5554
## Relatedrel:center_lextale:hemisphereleft 0.312 0.7549
## Relatedrel:center_lextale:hemisphereright 0.524 0.6001
## Conditionmorph:Relatedrel:center_lextale:hemisphereleft -0.167 0.8673
## Conditionorth:Relatedrel:center_lextale:hemisphereleft -0.219 0.8268
## Conditionsem:Relatedrel:center_lextale:hemisphereleft -0.066 0.9472
## Conditionmorph:Relatedrel:center_lextale:hemisphereright -0.479 0.6319
## Conditionorth:Relatedrel:center_lextale:hemisphereright -0.289 0.7730
## Conditionsem:Relatedrel:center_lextale:hemisphereright -0.530 0.5964
##
## (Intercept)
## Conditionmorph
## Conditionorth
## Conditionsem
## Relatedrel
## center_lextale
## hemisphereleft *
## hemisphereright
## Conditionmorph:Relatedrel
## Conditionorth:Relatedrel
## Conditionsem:Relatedrel
## Conditionmorph:center_lextale
## Conditionorth:center_lextale
## Conditionsem:center_lextale
## Relatedrel:center_lextale
## Conditionmorph:hemisphereleft
## Conditionorth:hemisphereleft
## Conditionsem:hemisphereleft
## Conditionmorph:hemisphereright
## Conditionorth:hemisphereright
## Conditionsem:hemisphereright
## Relatedrel:hemisphereleft
## Relatedrel:hemisphereright
## center_lextale:hemisphereleft
## center_lextale:hemisphereright
## Conditionmorph:Relatedrel:center_lextale
## Conditionorth:Relatedrel:center_lextale
## Conditionsem:Relatedrel:center_lextale
## Conditionmorph:Relatedrel:hemisphereleft
## Conditionorth:Relatedrel:hemisphereleft
## Conditionsem:Relatedrel:hemisphereleft
## Conditionmorph:Relatedrel:hemisphereright
## Conditionorth:Relatedrel:hemisphereright
## Conditionsem:Relatedrel:hemisphereright
## Conditionmorph:center_lextale:hemisphereleft
## Conditionorth:center_lextale:hemisphereleft
## Conditionsem:center_lextale:hemisphereleft
## Conditionmorph:center_lextale:hemisphereright
## Conditionorth:center_lextale:hemisphereright
## Conditionsem:center_lextale:hemisphereright
## Relatedrel:center_lextale:hemisphereleft
## Relatedrel:center_lextale:hemisphereright
## Conditionmorph:Relatedrel:center_lextale:hemisphereleft
## Conditionorth:Relatedrel:center_lextale:hemisphereleft
## Conditionsem:Relatedrel:center_lextale:hemisphereleft
## Conditionmorph:Relatedrel:center_lextale:hemisphereright
## Conditionorth:Relatedrel:center_lextale:hemisphereright
## Conditionsem:Relatedrel:center_lextale:hemisphereright
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1#step(ant3.1)
ant3.final<-lmer(formula = mean ~ Condition + Related + center_lextale +
hemisphere + (1 + Related | Subject) + Condition:Related +
Condition:center_lextale + Related:center_lextale + Condition:Related:center_lextale,
data = ant300)
summary(ant3.final)## Linear mixed model fit by REML t-tests use Satterthwaite approximations
## to degrees of freedom [lmerMod]
## Formula: mean ~ Condition + Related + center_lextale + hemisphere + (1 +
## Related | Subject) + Condition:Related + Condition:center_lextale +
## Related:center_lextale + Condition:Related:center_lextale
## Data: ant300
##
## REML criterion at convergence: 7192.4
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -6.1274 -0.5059 0.0328 0.5230 5.2769
##
## Random effects:
## Groups Name Variance Std.Dev. Corr
## Subject (Intercept) 12.757 3.572
## Relatedrel 1.479 1.216 -0.11
## Residual 7.598 2.757
## Number of obs: 1456, groups: Subject, 26
##
## Fixed effects:
## Estimate Std. Error df
## (Intercept) 0.01345 0.75080 30.40000
## Conditionmorph 0.99039 0.28896 1390.00000
## Conditionorth 0.31381 0.28896 1390.00000
## Conditionsem -0.13322 0.28896 1390.00000
## Relatedrel 0.36453 0.37468 77.40000
## center_lextale 8.63872 8.54364 27.10000
## hemisphereleft -1.11822 0.22070 1390.00000
## hemisphereright 0.71018 0.22070 1390.00000
## Conditionmorph:Relatedrel -1.18786 0.40865 1390.00000
## Conditionorth:Relatedrel -0.04967 0.40865 1390.00000
## Conditionsem:Relatedrel 0.01499 0.40865 1390.00000
## Conditionmorph:center_lextale 0.64112 3.38352 1390.00000
## Conditionorth:center_lextale 2.23390 3.38352 1390.00000
## Conditionsem:center_lextale 8.05768 3.38352 1390.00000
## Relatedrel:center_lextale 3.75436 4.38725 77.40000
## Conditionmorph:Relatedrel:center_lextale -5.21133 4.78502 1390.00000
## Conditionorth:Relatedrel:center_lextale -8.19755 4.78502 1390.00000
## Conditionsem:Relatedrel:center_lextale -14.67843 4.78502 1390.00000
## t value Pr(>|t|)
## (Intercept) 0.018 0.985827
## Conditionmorph 3.427 0.000627 ***
## Conditionorth 1.086 0.277664
## Conditionsem -0.461 0.644848
## Relatedrel 0.973 0.333629
## center_lextale 1.011 0.320901
## hemisphereleft -5.067 4.59e-07 ***
## hemisphereright 3.218 0.001321 **
## Conditionmorph:Relatedrel -2.907 0.003710 **
## Conditionorth:Relatedrel -0.122 0.903277
## Conditionsem:Relatedrel 0.037 0.970746
## Conditionmorph:center_lextale 0.189 0.849741
## Conditionorth:center_lextale 0.660 0.509216
## Conditionsem:center_lextale 2.381 0.017379 *
## Relatedrel:center_lextale 0.856 0.394782
## Conditionmorph:Relatedrel:center_lextale -1.089 0.276302
## Conditionorth:Relatedrel:center_lextale -1.713 0.086904 .
## Conditionsem:Relatedrel:center_lextale -3.068 0.002200 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Correlation of Fixed Effects:
## (Intr) Cndtnm Cndtnr Cndtns Rltdrl cntr_l hmsphrl hmsphrr
## Conditnmrph -0.192
## Conditinrth -0.192 0.500
## Conditionsm -0.192 0.500 0.500
## Relatedrel -0.216 0.386 0.386 0.386
## center_lxtl 0.000 0.000 0.000 0.000 0.000
## hemisphrlft -0.220 0.000 0.000 0.000 0.000 0.000
## hemsphrrght -0.220 0.000 0.000 0.000 0.000 0.000 0.750
## Cndtnmrph:R 0.136 -0.707 -0.354 -0.354 -0.545 0.000 0.000 0.000
## Cndtnrth:Rl 0.136 -0.354 -0.707 -0.354 -0.545 0.000 0.000 0.000
## Cndtnsm:Rlt 0.136 -0.354 -0.354 -0.707 -0.545 0.000 0.000 0.000
## Cndtnmrph:_ 0.000 0.000 0.000 0.000 0.000 -0.198 0.000 0.000
## Cndtnrth:c_ 0.000 0.000 0.000 0.000 0.000 -0.198 0.000 0.000
## Cndtnsm:cn_ 0.000 0.000 0.000 0.000 0.000 -0.198 0.000 0.000
## Rltdrl:cnt_ 0.000 0.000 0.000 0.000 0.000 -0.222 0.000 0.000
## Cndtnmr:R:_ 0.000 0.000 0.000 0.000 0.000 0.140 0.000 0.000
## Cndtnrt:R:_ 0.000 0.000 0.000 0.000 0.000 0.140 0.000 0.000
## Cndtnsm:R:_ 0.000 0.000 0.000 0.000 0.000 0.140 0.000 0.000
## Cndtnm:R Cndtnr:R Cndtns:R Cndtnm:_ Cndtnr:_ Cndtns:_ Rltd:_
## Conditnmrph
## Conditinrth
## Conditionsm
## Relatedrel
## center_lxtl
## hemisphrlft
## hemsphrrght
## Cndtnmrph:R
## Cndtnrth:Rl 0.500
## Cndtnsm:Rlt 0.500 0.500
## Cndtnmrph:_ 0.000 0.000 0.000
## Cndtnrth:c_ 0.000 0.000 0.000 0.500
## Cndtnsm:cn_ 0.000 0.000 0.000 0.500 0.500
## Rltdrl:cnt_ 0.000 0.000 0.000 0.386 0.386 0.386
## Cndtnmr:R:_ 0.000 0.000 0.000 -0.707 -0.354 -0.354 -0.545
## Cndtnrt:R:_ 0.000 0.000 0.000 -0.354 -0.707 -0.354 -0.545
## Cndtnsm:R:_ 0.000 0.000 0.000 -0.354 -0.354 -0.707 -0.545
## Cndtnm:R:_ Cndtnr:R:_
## Conditnmrph
## Conditinrth
## Conditionsm
## Relatedrel
## center_lxtl
## hemisphrlft
## hemsphrrght
## Cndtnmrph:R
## Cndtnrth:Rl
## Cndtnsm:Rlt
## Cndtnmrph:_
## Cndtnrth:c_
## Cndtnsm:cn_
## Rltdrl:cnt_
## Cndtnmr:R:_
## Cndtnrt:R:_ 0.500
## Cndtnsm:R:_ 0.500 0.500lmerTest::anova(ant3.final)## Analysis of Variance Table of type III with Satterthwaite
## approximation for degrees of freedom
## Sum Sq Mean Sq NumDF DenDF F.value
## Condition 64.86 21.62 3 1390 2.845
## Related 0.34 0.34 1 24 0.045
## center_lextale 10.70 10.70 1 24 1.409
## hemisphere 1050.46 525.23 2 1390 69.124
## Condition:Related 94.65 31.55 3 1390 4.152
## Condition:center_lextale 14.43 4.81 3 1390 0.633
## Related:center_lextale 7.61 7.61 1 24 1.001
## Condition:Related:center_lextale 74.73 24.91 3 1390 3.278
## Pr(>F)
## Condition 0.036526 *
## Related 0.834509
## center_lextale 0.246894
## hemisphere < 2.2e-16 ***
## Condition:Related 0.006117 **
## Condition:center_lextale 0.593849
## Related:center_lextale 0.326963
## Condition:Related:center_lextale 0.020311 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1anterior, 300-500
cent3.1<-lmer(mean~Condition*Related*center_lextale*hemisphere+(1+Related|Subject),cent300)
#step(cent3.1)
cent3.final<-lmer(formula = mean ~ Condition + Related + center_lextale +
hemisphere + (1 + Related | Subject) + center_lextale:hemisphere,
data = cent300)
summary(cent3.final)## Linear mixed model fit by REML t-tests use Satterthwaite approximations
## to degrees of freedom [lmerMod]
## Formula: mean ~ Condition + Related + center_lextale + hemisphere + (1 +
## Related | Subject) + center_lextale:hemisphere
## Data: cent300
##
## REML criterion at convergence: 4374.7
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.4819 -0.6057 -0.0026 0.5703 4.9740
##
## Random effects:
## Groups Name Variance Std.Dev. Corr
## Subject (Intercept) 5.446 2.334
## Relatedrel 1.004 1.002 -0.21
## Residual 3.458 1.860
## Number of obs: 1040, groups: Subject, 26
##
## Fixed effects:
## Estimate Std. Error df t value
## (Intercept) 0.58420 0.48926 29.40000 1.194
## Conditionmorph 0.07665 0.16310 981.00000 0.470
## Conditionorth -0.17591 0.16310 981.00000 -1.079
## Conditionsem -0.40294 0.16310 981.00000 -2.470
## Relatedrel 0.47325 0.22786 25.00000 2.077
## center_lextale 8.05496 5.45439 27.20000 1.477
## hemisphereleft -0.23266 0.15792 981.00000 -1.473
## hemisphereright 1.15698 0.15792 981.00000 7.326
## center_lextale:hemisphereleft 4.07403 1.84914 981.00000 2.203
## center_lextale:hemisphereright -1.58256 1.84914 981.00000 -0.856
## Pr(>|t|)
## (Intercept) 0.2420
## Conditionmorph 0.6385
## Conditionorth 0.2811
## Conditionsem 0.0137 *
## Relatedrel 0.0482 *
## center_lextale 0.1512
## hemisphereleft 0.1410
## hemisphereright 4.93e-13 ***
## center_lextale:hemisphereleft 0.0278 *
## center_lextale:hemisphereright 0.3923
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Correlation of Fixed Effects:
## (Intr) Cndtnm Cndtnr Cndtns Rltdrl cntr_l hmsphrl
## Conditnmrph -0.167
## Conditinrth -0.167 0.500
## Conditionsm -0.167 0.500 0.500
## Relatedrel -0.228 0.000 0.000 0.000
## center_lxtl 0.000 0.000 0.000 0.000 0.000
## hemisphrlft -0.215 0.000 0.000 0.000 0.000 0.000
## hemsphrrght -0.215 0.000 0.000 0.000 0.000 0.000 0.667
## cntr_lxtl:hmsphrl 0.000 0.000 0.000 0.000 0.000 -0.226 0.000
## cntr_lxtl:hmsphrr 0.000 0.000 0.000 0.000 0.000 -0.226 0.000
## hmsphrr cntr_lxtl:hmsphrl
## Conditnmrph
## Conditinrth
## Conditionsm
## Relatedrel
## center_lxtl
## hemisphrlft
## hemsphrrght
## cntr_lxtl:hmsphrl 0.000
## cntr_lxtl:hmsphrr 0.000 0.667lmerTest::anova(cent3.final)## Analysis of Variance Table of type III with Satterthwaite
## approximation for degrees of freedom
## Sum Sq Mean Sq NumDF DenDF F.value Pr(>F)
## Condition 35.39 11.798 3 981.00 3.411 0.0170448
## Related 14.92 14.918 1 25.00 4.314 0.0482359
## center_lextale 9.76 9.759 1 24.09 2.822 0.1059085
## hemisphere 437.21 218.604 2 981.00 63.213 < 2.2e-16
## center_lextale:hemisphere 50.43 25.213 2 981.00 7.291 0.0007195
##
## Condition *
## Related *
## center_lextale
## hemisphere ***
## center_lextale:hemisphere ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1central, 300-500
posterior, 300-500
post3.1<-lmer(mean~Condition*Related*center_lextale*hemisphere+(1+Related|Subject),post300)
#step(post3.1)
post3.final<-lmer(formula = mean ~ Condition + Related + center_lextale +
hemisphere + (1 + Related | Subject) + Condition:Related +
Condition:center_lextale + center_lextale:hemisphere, data = post300)
summary(post3.final)## Linear mixed model fit by REML t-tests use Satterthwaite approximations
## to degrees of freedom [lmerMod]
## Formula: mean ~ Condition + Related + center_lextale + hemisphere + (1 +
## Related | Subject) + Condition:Related + Condition:center_lextale +
## center_lextale:hemisphere
## Data: post300
##
## REML criterion at convergence: 7555.6
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -2.9204 -0.6059 -0.0308 0.5519 8.3405
##
## Random effects:
## Groups Name Variance Std.Dev. Corr
## Subject (Intercept) 5.1012 2.2586
## Relatedrel 0.9085 0.9532 -0.19
## Residual 5.1016 2.2587
## Number of obs: 1664, groups: Subject, 26
##
## Fixed effects:
## Estimate Std. Error df t value
## (Intercept) 1.81144 0.47951 31.10000 3.778
## Conditionmorph 0.12253 0.22148 1599.00000 0.553
## Conditionorth -0.01343 0.22148 1599.00000 -0.061
## Conditionsem 0.03647 0.22148 1599.00000 0.165
## Relatedrel 1.46791 0.28982 78.40000 5.065
## center_lextale 6.16982 5.37262 28.80000 1.148
## hemisphereleft -1.61090 0.14297 1599.00000 -11.268
## hemisphereright -0.54952 0.14297 1599.00000 -3.844
## Conditionmorph:Relatedrel -0.32982 0.31322 1599.00000 -1.053
## Conditionorth:Relatedrel -0.69622 0.31322 1599.00000 -2.223
## Conditionsem:Relatedrel -1.33131 0.31322 1599.00000 -4.250
## Conditionmorph:center_lextale -4.22891 1.83380 1599.00000 -2.306
## Conditionorth:center_lextale -5.59523 1.83380 1599.00000 -3.051
## Conditionsem:center_lextale -2.74466 1.83380 1599.00000 -1.497
## center_lextale:hemisphereleft 2.38545 1.67402 1599.00000 1.425
## center_lextale:hemisphereright -3.87740 1.67402 1599.00000 -2.316
## Pr(>|t|)
## (Intercept) 0.000673 ***
## Conditionmorph 0.580190
## Conditionorth 0.951654
## Conditionsem 0.869234
## Relatedrel 2.65e-06 ***
## center_lextale 0.260257
## hemisphereleft < 2e-16 ***
## hemisphereright 0.000126 ***
## Conditionmorph:Relatedrel 0.292500
## Conditionorth:Relatedrel 0.026370 *
## Conditionsem:Relatedrel 2.26e-05 ***
## Conditionmorph:center_lextale 0.021233 *
## Conditionorth:center_lextale 0.002317 **
## Conditionsem:center_lextale 0.134666
## center_lextale:hemisphereleft 0.154358
## center_lextale:hemisphereright 0.020672 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Correlation of Fixed Effects:
## (Intr) Cndtnm Cndtnr Cndtns Rltdrl cntr_l hmsphrl
## Conditnmrph -0.231
## Conditinrth -0.231 0.500
## Conditionsm -0.231 0.500 0.500
## Relatedrel -0.290 0.382 0.382 0.382
## center_lxtl 0.000 0.000 0.000 0.000 0.000
## hemisphrlft -0.179 0.000 0.000 0.000 0.000 0.000
## hemsphrrght -0.179 0.000 0.000 0.000 0.000 0.000 0.600
## Cndtnmrph:R 0.163 -0.707 -0.354 -0.354 -0.540 0.000 0.000
## Cndtnrth:Rl 0.163 -0.354 -0.707 -0.354 -0.540 0.000 0.000
## Cndtnsm:Rlt 0.163 -0.354 -0.354 -0.707 -0.540 0.000 0.000
## Cndtnmrph:_ 0.000 0.000 0.000 0.000 0.000 -0.171 0.000
## Cndtnrth:c_ 0.000 0.000 0.000 0.000 0.000 -0.171 0.000
## Cndtnsm:cn_ 0.000 0.000 0.000 0.000 0.000 -0.171 0.000
## cntr_lxtl:hmsphrl 0.000 0.000 0.000 0.000 0.000 -0.187 0.000
## cntr_lxtl:hmsphrr 0.000 0.000 0.000 0.000 0.000 -0.187 0.000
## hmsphrr Cndtnm:R Cndtnr:R Cndtns:R Cndtnm:_ Cndtnr:_
## Conditnmrph
## Conditinrth
## Conditionsm
## Relatedrel
## center_lxtl
## hemisphrlft
## hemsphrrght
## Cndtnmrph:R 0.000
## Cndtnrth:Rl 0.000 0.500
## Cndtnsm:Rlt 0.000 0.500 0.500
## Cndtnmrph:_ 0.000 0.000 0.000 0.000
## Cndtnrth:c_ 0.000 0.000 0.000 0.000 0.500
## Cndtnsm:cn_ 0.000 0.000 0.000 0.000 0.500 0.500
## cntr_lxtl:hmsphrl 0.000 0.000 0.000 0.000 0.000 0.000
## cntr_lxtl:hmsphrr 0.000 0.000 0.000 0.000 0.000 0.000
## Cndtns:_ cntr_lxtl:hmsphrl
## Conditnmrph
## Conditinrth
## Conditionsm
## Relatedrel
## center_lxtl
## hemisphrlft
## hemsphrrght
## Cndtnmrph:R
## Cndtnrth:Rl
## Cndtnsm:Rlt
## Cndtnmrph:_
## Cndtnrth:c_
## Cndtnsm:cn_
## cntr_lxtl:hmsphrl 0.000
## cntr_lxtl:hmsphrr 0.000 0.600lmerTest::anova(post3.final)## Analysis of Variance Table of type III with Satterthwaite
## approximation for degrees of freedom
## Sum Sq Mean Sq NumDF DenDF F.value Pr(>F)
## Condition 108.81 36.27 3 1599.00 7.109 9.597e-05
## Related 83.42 83.42 1 25.00 16.351 0.0004429
## center_lextale 1.24 1.24 1 24.03 0.243 0.6265953
## hemisphere 715.54 357.77 2 1599.00 70.129 < 2.2e-16
## Condition:Related 101.57 33.86 3 1599.00 6.636 0.0001874
## Condition:center_lextale 52.28 17.43 3 1599.00 3.416 0.0168031
## center_lextale:hemisphere 90.52 45.26 2 1599.00 8.872 0.0001473
##
## Condition ***
## Related ***
## center_lextale
## hemisphere ***
## Condition:Related ***
## Condition:center_lextale *
## center_lextale:hemisphere ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1posterior, 300-500
Like native speakers, in the posterior region there is an effect of relatedness, and an interaction of condition x relatedness for Orth and Sem. This means that in this region there is equivalent attenuation of the negativity in ID and Morph conditions, and it cannot be attributed to orthographic or semantic overlap. This is not modulated by proficiency (centered_lextale)
Like the L1 group, the effect is strongest at the midline