## [1] "bas8"
## Stratified by stim
## active control p test
## n 20 10
## lp3 (mean (SD)) 346.25 (23.06) 348.10 (14.89) 0.820
## ap3 (mean (SD)) 10.98 (3.48) 10.53 (2.25) 0.714
## rt (mean (SD)) 0.34 (0.04) 0.35 (0.04) 0.575
## [1] "on7"
## Stratified by stim
## active control p test
## n 20 10
## lp3 (mean (SD)) 321.55 (23.29) 342.20 (13.47) 0.015
## ap3 (mean (SD)) 15.60 (4.63) 10.79 (2.42) 0.005
## rt (mean (SD)) 0.30 (0.04) 0.35 (0.05) 0.018
## [1] "off14"
## Stratified by stim
## active control p test
## n 20 10
## lp3 (mean (SD)) 310.90 (24.16) 346.30 (13.25) <0.001
## ap3 (mean (SD)) 19.68 (5.31) 10.47 (2.26) <0.001
## rt (mean (SD)) 0.29 (0.04) 0.35 (0.04) 0.002
## [1] "off28"
## Stratified by stim
## active control p test
## n 20 10
## lp3 (mean (SD)) 325.95 (23.10) 347.40 (15.63) 0.013
## ap3 (mean (SD)) 16.40 (5.19) 10.33 (2.25) 0.002
## rt (mean (SD)) 0.31 (0.04) 0.35 (0.05) 0.026
## [1] "off42"
## Stratified by stim
## active control p test
## n 20 10
## lp3 (mean (SD)) 338.35 (24.06) 347.30 (15.11) 0.294
## ap3 (mean (SD)) 12.14 (4.14) 10.57 (2.20) 0.272
## rt (mean (SD)) 0.33 (0.04) 0.35 (0.04) 0.213
## [1] "off56"
## Stratified by stim
## active control p test
## n 20 10
## lp3 (mean (SD)) 341.05 (23.18) 346.80 (17.60) 0.496
## ap3 (mean (SD)) 11.04 (3.38) 10.50 (2.24) 0.652
## rt (mean (SD)) 0.34 (0.05) 0.35 (0.03) 0.424
AOV summary table, table of overall model information and table of means.Interaction graph. Brown-Forsythe test for homogeneity of variance
##
## Posthoc multiple comparisons of means: Scheffe Test
## 95% family-wise confidence level
##
## $stest
## diff lwr.ci upr.ci pval
## on7-bas8 -18.433333 -43.030966 6.1642990 0.4164
## off14-bas8 -24.166667 -48.764299 0.4309657 0.0606 .
## off28-bas8 -13.766667 -38.364299 10.8309657 0.8447
## off42-bas8 -5.533333 -30.130966 19.0642990 0.9999
## off56-bas8 -3.900000 -28.497632 20.6976323 1.0000
## off14-on7 -5.733333 -30.330966 18.8642990 0.9999
## off28-on7 4.666667 -19.930966 29.2642990 1.0000
## off42-on7 12.900000 -11.697632 37.4976323 0.8963
## off56-on7 14.533333 -10.064299 39.1309657 0.7887
## off28-off14 10.400000 -14.197632 34.9976323 0.9782
## off42-off14 18.633333 -5.964299 43.2309657 0.3973
## off56-off14 20.266667 -4.330966 44.8642990 0.2560
## off42-off28 8.233333 -16.364299 32.8309657 0.9970
## off56-off28 9.866667 -14.730966 34.4642990 0.9858
## off56-off42 1.633333 -22.964299 26.2309657 1.0000
##
## $stim
## diff lwr.ci upr.ci pval
## control-active 15.675 0.612088 30.73791 0.0313 *
##
## $`stest:stim`
## diff lwr.ci upr.ci pval
## on7:active-bas8:active -24.70 -54.82582404 5.425824 0.2636
## off14:active-bas8:active -35.35 -65.47582404 -5.224176 0.0054 **
## off28:active-bas8:active -20.30 -50.42582404 9.825824 0.6021
## off42:active-bas8:active -7.90 -38.02582404 22.225824 0.9997
## off56:active-bas8:active -5.20 -35.32582404 24.925824 1.0000
## bas8:control-bas8:active 1.85 -35.04644849 38.746448 1.0000
## on7:control-bas8:active -4.05 -40.94644849 32.846448 1.0000
## off14:control-bas8:active 0.05 -36.84644849 36.946448 1.0000
## off28:control-bas8:active 1.15 -35.74644849 38.046448 1.0000
## off42:control-bas8:active 1.05 -35.84644849 37.946448 1.0000
## off56:control-bas8:active 0.55 -36.34644849 37.446448 1.0000
## off14:active-on7:active -10.65 -40.77582404 19.475824 0.9951
## off28:active-on7:active 4.40 -25.72582404 34.525824 1.0000
## off42:active-on7:active 16.80 -13.32582404 46.925824 0.8480
## off56:active-on7:active 19.50 -10.62582404 49.625824 0.6662
## bas8:control-on7:active 26.55 -10.34644849 63.446448 0.4888
## on7:control-on7:active 20.65 -16.24644849 57.546448 0.8447
## off14:control-on7:active 24.75 -12.14644849 61.646448 0.6096
## off28:control-on7:active 25.85 -11.04644849 62.746448 0.5358
## off42:control-on7:active 25.75 -11.14644849 62.646448 0.5426
## off56:control-on7:active 25.25 -11.64644849 62.146448 0.5762
## off28:active-off14:active 15.05 -15.07582404 45.175824 0.9249
## off42:active-off14:active 27.45 -2.67582404 57.575824 0.1239
## off56:active-off14:active 30.15 0.02417596 60.275824 0.0496 *
## bas8:control-off14:active 37.20 0.30355151 74.096448 0.0456 *
## on7:control-off14:active 31.30 -5.59644849 68.196448 0.2125
## off14:control-off14:active 35.40 -1.49644849 72.296448 0.0772 .
## off28:control-off14:active 36.50 -0.39644849 73.396448 0.0563 .
## off42:control-off14:active 36.40 -0.49644849 73.296448 0.0580 .
## off56:control-off14:active 35.90 -0.99644849 72.796448 0.0671 .
## off42:active-off28:active 12.40 -17.72582404 42.525824 0.9824
## off56:active-off28:active 15.10 -15.02582404 45.225824 0.9232
## bas8:control-off28:active 22.15 -14.74644849 59.046448 0.7698
## on7:control-off28:active 16.25 -20.64644849 53.146448 0.9700
## off14:control-off28:active 20.35 -16.54644849 57.246448 0.8578
## off28:control-off28:active 21.45 -15.44644849 58.346448 0.8067
## off42:control-off28:active 21.35 -15.54644849 58.246448 0.8117
## off56:control-off28:active 20.85 -16.04644849 57.746448 0.8357
## off56:active-off42:active 2.70 -27.42582404 32.825824 1.0000
## bas8:control-off42:active 9.75 -27.14644849 46.646448 0.9997
## on7:control-off42:active 3.85 -33.04644849 40.746448 1.0000
## off14:control-off42:active 7.95 -28.94644849 44.846448 1.0000
## off28:control-off42:active 9.05 -27.84644849 45.946448 0.9998
## off42:control-off42:active 8.95 -27.94644849 45.846448 0.9999
## off56:control-off42:active 8.45 -28.44644849 45.346448 0.9999
## bas8:control-off56:active 7.05 -29.84644849 43.946448 1.0000
## on7:control-off56:active 1.15 -35.74644849 38.046448 1.0000
## off14:control-off56:active 5.25 -31.64644849 42.146448 1.0000
## off28:control-off56:active 6.35 -30.54644849 43.246448 1.0000
## off42:control-off56:active 6.25 -30.64644849 43.146448 1.0000
## off56:control-off56:active 5.75 -31.14644849 42.646448 1.0000
## on7:control-bas8:control -5.90 -48.50434893 36.704349 1.0000
## off14:control-bas8:control -1.80 -44.40434893 40.804349 1.0000
## off28:control-bas8:control -0.70 -43.30434893 41.904349 1.0000
## off42:control-bas8:control -0.80 -43.40434893 41.804349 1.0000
## off56:control-bas8:control -1.30 -43.90434893 41.304349 1.0000
## off14:control-on7:control 4.10 -38.50434893 46.704349 1.0000
## off28:control-on7:control 5.20 -37.40434893 47.804349 1.0000
## off42:control-on7:control 5.10 -37.50434893 47.704349 1.0000
## off56:control-on7:control 4.60 -38.00434893 47.204349 1.0000
## off28:control-off14:control 1.10 -41.50434893 43.704349 1.0000
## off42:control-off14:control 1.00 -41.60434893 43.604349 1.0000
## off56:control-off14:control 0.50 -42.10434893 43.104349 1.0000
## off42:control-off28:control -0.10 -42.70434893 42.504349 1.0000
## off56:control-off28:control -0.60 -43.20434893 42.004349 1.0000
## off56:control-off42:control -0.50 -43.10434893 42.104349 1.0000
##
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Brown-Forsythe Test for Homogeneity of Variance using median
## Df F value Pr(>F)
## group 11 0.952 0.4924
## 168
##
## Shapiro-Wilk normality test
##
## data: MyAOV_residuals
## W = 0.96848, p-value = 0.0004286
## # A tibble: 4 × 4
## model bf support margin_of_error
## <chr> <dbl> <chr> <dbl>
## 1 stest + stim + stest:stim 523849. " data support is extreme" 1.08e- 2
## 2 stest + stim 208721. " data support is extreme" 1.32e- 2
## 3 stim 727. " data support is extreme" 7.08e-12
## 4 stest 101. " data support is extreme" 2.84e- 7
##
## Posthoc multiple comparisons of means: Scheffe Test
## 95% family-wise confidence level
##
## $stest
## diff lwr.ci upr.ci pval
## on7-bas8 3.163333 -1.328808 7.655475 0.52693
## off14-bas8 5.783333 1.291192 10.275475 0.00092 ***
## off28-bas8 3.543333 -0.948808 8.035475 0.32698
## off42-bas8 0.790000 -3.702141 5.282141 0.99999
## off56-bas8 0.030000 -4.462141 4.522141 1.00000
## off14-on7 2.620000 -1.872141 7.112141 0.80320
## off28-on7 0.380000 -4.112141 4.872141 1.00000
## off42-on7 -2.373333 -6.865475 2.118808 0.89122
## off56-on7 -3.133333 -7.625475 1.358808 0.54354
## off28-off14 -2.240000 -6.732141 2.252141 0.92588
## off42-off14 -4.993333 -9.485475 -0.501192 0.01273 *
## off56-off14 -5.753333 -10.245475 -1.261192 0.00103 **
## off42-off28 -2.753333 -7.245475 1.738808 0.74355
## off56-off28 -3.513333 -8.005475 0.978808 0.34149
## off56-off42 -0.760000 -5.252141 3.732141 1.00000
##
## $stim
## diff lwr.ci upr.ci pval
## control-active -3.775 -6.525864 -1.024136 0.00022 ***
##
## $`stest:stim`
## diff lwr.ci upr.ci pval
## on7:active-bas8:active 4.615 -0.88672709 10.1167271 0.22885
## off14:active-bas8:active 8.705 3.20327291 14.2067271 3.9e-06 ***
## off28:active-bas8:active 5.415 -0.08672709 10.9167271 0.05945 .
## off42:active-bas8:active 1.165 -4.33672709 6.6667271 0.99996
## off56:active-bas8:active 0.060 -5.44172709 5.5617271 1.00000
## bas8:control-bas8:active -0.450 -7.18821204 6.2882120 1.00000
## on7:control-bas8:active -0.190 -6.92821204 6.5482120 1.00000
## off14:control-bas8:active -0.510 -7.24821204 6.2282120 1.00000
## off28:control-bas8:active -0.650 -7.38821204 6.0882120 1.00000
## off42:control-bas8:active -0.410 -7.14821204 6.3282120 1.00000
## off56:control-bas8:active -0.480 -7.21821204 6.2582120 1.00000
## off14:active-on7:active 4.090 -1.41172709 9.5917271 0.43071
## off28:active-on7:active 0.800 -4.70172709 6.3017271 1.00000
## off42:active-on7:active -3.450 -8.95172709 2.0517271 0.71261
## off56:active-on7:active -4.555 -10.05672709 0.9467271 0.24853
## bas8:control-on7:active -5.065 -11.80321204 1.6732120 0.41099
## on7:control-on7:active -4.805 -11.54321204 1.9332120 0.50483
## off14:control-on7:active -5.125 -11.86321204 1.6132120 0.39012
## off28:control-on7:active -5.265 -12.00321204 1.4732120 0.34312
## off42:control-on7:active -5.025 -11.76321204 1.7132120 0.42510
## off56:control-on7:active -5.095 -11.83321204 1.6432120 0.40051
## off28:active-off14:active -3.290 -8.79172709 2.2117271 0.77451
## off42:active-off14:active -7.540 -13.04172709 -2.0382729 0.00022 ***
## off56:active-off14:active -8.645 -14.14672709 -3.1432729 4.8e-06 ***
## bas8:control-off14:active -9.155 -15.89321204 -2.4167880 0.00028 ***
## on7:control-off14:active -8.895 -15.63321204 -2.1567880 0.00054 ***
## off14:control-off14:active -9.215 -15.95321204 -2.4767880 0.00024 ***
## off28:control-off14:active -9.355 -16.09321204 -2.6167880 0.00016 ***
## off42:control-off14:active -9.115 -15.85321204 -2.3767880 0.00031 ***
## off56:control-off14:active -9.185 -15.92321204 -2.4467880 0.00025 ***
## off42:active-off28:active -4.250 -9.75172709 1.2517271 0.36289
## off56:active-off28:active -5.355 -10.85672709 0.1467271 0.06681 .
## bas8:control-off28:active -5.865 -12.60321204 0.8732120 0.17756
## on7:control-off28:active -5.605 -12.34321204 1.1332120 0.24137
## off14:control-off28:active -5.925 -12.66321204 0.8132120 0.16464
## off28:control-off28:active -6.065 -12.80321204 0.6732120 0.13712
## off42:control-off28:active -5.825 -12.56321204 0.9132120 0.18655
## off56:control-off28:active -5.895 -12.63321204 0.8432120 0.17102
## off56:active-off42:active -1.105 -6.60672709 4.3967271 0.99998
## bas8:control-off42:active -1.615 -8.35321204 5.1232120 0.99988
## on7:control-off42:active -1.355 -8.09321204 5.3832120 0.99998
## off14:control-off42:active -1.675 -8.41321204 5.0632120 0.99982
## off28:control-off42:active -1.815 -8.55321204 4.9232120 0.99961
## off42:control-off42:active -1.575 -8.31321204 5.1632120 0.99990
## off56:control-off42:active -1.645 -8.38321204 5.0932120 0.99985
## bas8:control-off56:active -0.510 -7.24821204 6.2282120 1.00000
## on7:control-off56:active -0.250 -6.98821204 6.4882120 1.00000
## off14:control-off56:active -0.570 -7.30821204 6.1682120 1.00000
## off28:control-off56:active -0.710 -7.44821204 6.0282120 1.00000
## off42:control-off56:active -0.470 -7.20821204 6.2682120 1.00000
## off56:control-off56:active -0.540 -7.27821204 6.1982120 1.00000
## on7:control-bas8:control 0.260 -7.52061707 8.0406171 1.00000
## off14:control-bas8:control -0.060 -7.84061707 7.7206171 1.00000
## off28:control-bas8:control -0.200 -7.98061707 7.5806171 1.00000
## off42:control-bas8:control 0.040 -7.74061707 7.8206171 1.00000
## off56:control-bas8:control -0.030 -7.81061707 7.7506171 1.00000
## off14:control-on7:control -0.320 -8.10061707 7.4606171 1.00000
## off28:control-on7:control -0.460 -8.24061707 7.3206171 1.00000
## off42:control-on7:control -0.220 -8.00061707 7.5606171 1.00000
## off56:control-on7:control -0.290 -8.07061707 7.4906171 1.00000
## off28:control-off14:control -0.140 -7.92061707 7.6406171 1.00000
## off42:control-off14:control 0.100 -7.68061707 7.8806171 1.00000
## off56:control-off14:control 0.030 -7.75061707 7.8106171 1.00000
## off42:control-off28:control 0.240 -7.54061707 8.0206171 1.00000
## off56:control-off28:control 0.170 -7.61061707 7.9506171 1.00000
## off56:control-off42:control -0.070 -7.85061707 7.7106171 1.00000
##
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Brown-Forsythe Test for Homogeneity of Variance using median
## Df F value Pr(>F)
## group 11 2.1628 0.01864 *
## 168
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Shapiro-Wilk normality test
##
## data: MyAOV_residuals
## W = 0.96032, p-value = 5.665e-05
## # A tibble: 4 × 4
## model bf support margin_of_error
## <chr> <dbl> <chr> <dbl>
## 1 stest + stim + stest:stim 7.26e12 " data support is extreme" 0.0112
## 2 stest + stim 8.66e 9 " data support is extreme" 0.0133
## 3 stim 2.60e 4 " data support is extreme" 0.00000000232
## 4 stest 2.38e 4 " data support is extreme" 0.0000362
##
## Posthoc multiple comparisons of means: Scheffe Test
## 95% family-wise confidence level
##
## $stest
## diff lwr.ci upr.ci pval
## on7-bas8 -0.0211333333 -0.07032049 0.02805383 0.9753
## off14-bas8 -0.0311666667 -0.08035383 0.01802049 0.6978
## off28-bas8 -0.0173000000 -0.06648716 0.03188716 0.9954
## off42-bas8 -0.0009666667 -0.05015383 0.04822049 1.0000
## off56-bas8 0.0012666667 -0.04792049 0.05045383 1.0000
## off14-on7 -0.0100333333 -0.05922049 0.03915383 1.0000
## off28-on7 0.0038333333 -0.04535383 0.05302049 1.0000
## off42-on7 0.0201666667 -0.02902049 0.06935383 0.9830
## off56-on7 0.0224000000 -0.02678716 0.07158716 0.9613
## off28-off14 0.0138666667 -0.03532049 0.06305383 0.9994
## off42-off14 0.0302000000 -0.01898716 0.07938716 0.7413
## off56-off14 0.0324333333 -0.01675383 0.08162049 0.6373
## off42-off28 0.0163333333 -0.03285383 0.06552049 0.9972
## off56-off28 0.0185666667 -0.03062049 0.06775383 0.9914
## off56-off42 0.0022333333 -0.04695383 0.05142049 1.0000
##
## $stim
## diff lwr.ci upr.ci pval
## control-active 0.030025 -9.586105e-05 0.06014586 0.0518 .
##
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Brown-Forsythe Test for Homogeneity of Variance using median
## Df F value Pr(>F)
## group 11 0.1387 0.9995
## 168
##
## Shapiro-Wilk normality test
##
## data: MyAOV_residuals
## W = 0.93843, p-value = 5.696e-07
## # A tibble: 4 × 4
## model bf support margin_of_error
## <chr> <dbl> <chr> <dbl>
## 1 stest + stim 2088. " data support is extreme" 1.32e- 2
## 2 stest + stim + stest:stim 812. " data support is extreme" 1.07e- 2
## 3 stim 793. " data support is extreme" 6.69e-12
## 4 stest 1.55 " data support is anecdotal" 2.25e- 6
##
## You have a balanced design.
## term | sumsq | meansq | df | statistic | p.value | etasq | partial.etasq | omegasq | partial.omegasq | epsilonsq | cohens.f | power
## -----------------------------------------------------------------------------------------------------------------------------------------------
## stest | 18115.375 | 3623.075 | 5 | 6.798 | < .001 | 0.224 | 0.239 | 0.190 | 0.195 | 0.191 | 0.561 | 0.998
## gen | 5161.408 | 5161.408 | 1 | 9.685 | 0.002 | 0.064 | 0.082 | 0.057 | 0.067 | 0.057 | 0.299 | 0.875
## stest:gen | 117.442 | 23.488 | 5 | 0.044 | 0.999 | 0.001 | 0.002 | -0.031 | -0.041 | -0.031 | 0.045 | 0.060
## Residuals | 57558.100 | 532.945 | 108 | | | | | | | | |
##
## Table of group means
## # A tibble: 12 × 15
## # Groups: stest [6]
## stest gen TheMean TheSD TheSEM CIMuliplier LowerB…¹ Upper…² Lower…³ Upper…⁴
## <fct> <fct> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 bas8 F 339. 25.0 7.91 2.26 321. 357. 331. 347.
## 2 bas8 M 353. 19.7 6.24 2.26 339. 367. 347. 359.
## 3 on7 F 316 28.3 8.94 2.26 296. 336. 307. 325.
## 4 on7 M 327. 16.7 5.27 2.26 315. 339. 322. 332.
## 5 off14 F 306. 27.5 8.71 2.26 286. 326. 297. 315.
## 6 off14 M 316 20.4 6.45 2.26 301. 331. 310. 322.
## 7 off28 F 319. 20.1 6.35 2.26 305. 334. 313. 326.
## 8 off28 M 332. 25.1 7.92 2.26 315. 350. 325. 340.
## 9 off42 F 331. 27.7 8.75 2.26 311. 351. 322. 340.
## 10 off42 M 346. 18.5 5.85 2.26 332. 359. 340. 351.
## 11 off56 F 333 27.2 8.59 2.26 314. 352. 324. 342.
## 12 off56 M 349. 15.9 5.02 2.26 338. 360. 344. 354.
## # … with 5 more variables: LowerBoundSD <dbl>, UpperBoundSD <dbl>, N <int>,
## # LowerBound <dbl>, UpperBound <dbl>, and abbreviated variable names
## # ¹LowerBoundCI, ²UpperBoundCI, ³LowerBoundSEM, ⁴UpperBoundSEM
##
## Post hoc tests for all effects that were significant
##
## Posthoc multiple comparisons of means: Scheffe Test
## 95% family-wise confidence level
##
## $stest
## diff lwr.ci upr.ci pval
## on7-bas8 -24.70 -57.884125 8.484125 0.4164
## off14-bas8 -35.35 -68.534125 -2.165875 0.0238 *
## off28-bas8 -20.30 -53.484125 12.884125 0.7334
## off42-bas8 -7.90 -41.084125 25.284125 0.9999
## off56-bas8 -5.20 -38.384125 27.984125 1.0000
## off14-on7 -10.65 -43.834125 22.534125 0.9977
## off28-on7 4.40 -28.784125 37.584125 1.0000
## off42-on7 16.80 -16.384125 49.984125 0.9112
## off56-on7 19.50 -13.684125 52.684125 0.7833
## off28-off14 15.05 -18.134125 48.234125 0.9589
## off42-off14 27.45 -5.734125 60.634125 0.2426
## off56-off14 30.15 -3.034125 63.334125 0.1242
## off42-off28 12.40 -20.784125 45.584125 0.9912
## off56-off28 15.10 -18.084125 48.284125 0.9579
## off56-off42 2.70 -30.484125 35.884125 1.0000
##
## $gen
## diff lwr.ci upr.ci pval
## M-F 13.11667 -6.042197 32.27553 0.5617
##
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Testing Homogeneity of Variance with Brown-Forsythe
## Brown-Forsythe Test for Homogeneity of Variance using median
## Df F value Pr(>F)
## group 11 0.563 0.8548
## 108
##
## Testing Normality Assumption with Shapiro-Wilk
## *** Possible violation of the assumption. You may
## want to plot the residuals to see how they vary from normal ***
##
## Shapiro-Wilk normality test
##
## data: MyAOV_residuals
## W = 0.97416, p-value = 0.02064
##
## Bayesian analysis of models in order
## # A tibble: 4 × 4
## model bf support margin_of_error
## <chr> <dbl> <chr> <dbl>
## 1 stest + gen 16794. " data support is extreme" 0.0129
## 2 stest 1040. " data support is extreme" 0.00000229
## 3 stest + gen + stest:gen 1022. " data support is extreme" 0.0106
## 4 gen 6.83 " data support is moderate" 0.0000442
##
## Interaction graph plotted...
## Saving 7 x 5 in image
##
## You have a balanced design.
## term | sumsq | meansq | df | statistic | p.value | etasq | partial.etasq | omegasq | partial.omegasq | epsilonsq | cohens.f | power
## ---------------------------------------------------------------------------------------------------------------------------------------------
## stest | 1227.161 | 245.432 | 5 | 12.178 | < .001 | 0.355 | 0.361 | 0.324 | 0.318 | 0.326 | 0.751 | 1.000
## gen | 21.845 | 21.845 | 1 | 1.084 | 0.300 | 0.006 | 0.010 | 0.000 | 0.001 | 0.000 | 0.100 | 0.181
## stest:gen | 27.425 | 5.485 | 5 | 0.272 | 0.927 | 0.008 | 0.012 | -0.021 | -0.031 | -0.021 | 0.112 | 0.119
## Residuals | 2176.624 | 20.154 | 108 | | | | | | | | |
##
## Table of group means
## # A tibble: 12 × 15
## # Groups: stest [6]
## stest gen TheMean TheSD TheSEM CIMuliplier LowerB…¹ Upper…² Lower…³ Upper…⁴
## <fct> <fct> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 bas8 F 11.4 3.68 1.16 2.26 8.80 14.1 10.3 12.6
## 2 bas8 M 10.5 3.39 1.07 2.26 8.10 13.0 9.46 11.6
## 3 on7 F 15.6 4.60 1.46 2.26 12.3 18.9 14.1 17.0
## 4 on7 M 15.6 4.90 1.55 2.26 12.1 19.1 14.1 17.2
## 5 off14 F 21.0 5.76 1.82 2.26 16.8 25.1 19.1 22.8
## 6 off14 M 18.4 4.77 1.51 2.26 15.0 21.8 16.9 19.9
## 7 off28 F 17.2 4.53 1.43 2.26 13.9 20.4 15.8 18.6
## 8 off28 M 15.6 5.90 1.87 2.26 11.4 19.8 13.7 17.5
## 9 off42 F 12.1 3.72 1.18 2.26 9.41 14.7 10.9 13.2
## 10 off42 M 12.2 4.72 1.49 2.26 8.84 15.6 10.7 13.7
## 11 off56 F 11.2 3.19 1.01 2.26 8.91 13.5 10.2 12.2
## 12 off56 M 10.9 3.73 1.18 2.26 8.22 13.6 9.71 12.1
## # … with 5 more variables: LowerBoundSD <dbl>, UpperBoundSD <dbl>, N <int>,
## # LowerBound <dbl>, UpperBound <dbl>, and abbreviated variable names
## # ¹LowerBoundCI, ²UpperBoundCI, ³LowerBoundSEM, ⁴UpperBoundSEM
##
## Post hoc tests for all effects that were significant
##
## Posthoc multiple comparisons of means: Scheffe Test
## 95% family-wise confidence level
##
## $stest
## diff lwr.ci upr.ci pval
## on7-bas8 4.615 -1.838107 11.068107 0.48649
## off14-bas8 8.705 2.251893 15.158107 0.00043 ***
## off28-bas8 5.415 -1.038107 11.868107 0.22178
## off42-bas8 1.165 -5.288107 7.618107 0.99999
## off56-bas8 0.060 -6.393107 6.513107 1.00000
## off14-on7 4.090 -2.363107 10.543107 0.68396
## off28-on7 0.800 -5.653107 7.253107 1.00000
## off42-on7 -3.450 -9.903107 3.003107 0.87428
## off56-on7 -4.555 -11.008107 1.898107 0.50930
## off28-off14 -3.290 -9.743107 3.163107 0.90704
## off42-off14 -7.540 -13.993107 -1.086893 0.00632 **
## off56-off14 -8.645 -15.098107 -2.191893 0.00050 ***
## off42-off28 -4.250 -10.703107 2.203107 0.62534
## off56-off28 -5.355 -11.808107 1.098107 0.23790
## off56-off42 -1.105 -7.558107 5.348107 1.00000
##
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Testing Homogeneity of Variance with Brown-Forsythe
## Brown-Forsythe Test for Homogeneity of Variance using median
## Df F value Pr(>F)
## group 11 0.531 0.8785
## 108
##
## Testing Normality Assumption with Shapiro-Wilk
## *** Possible violation of the assumption. You may
## want to plot the residuals to see how they vary from normal ***
##
## Shapiro-Wilk normality test
##
## data: MyAOV_residuals
## W = 0.94996, p-value = 0.0002148
##
## Bayesian analysis of models in order
## # A tibble: 4 × 4
## model bf support margin_of_e…¹
## <chr> <dbl> <chr> <dbl>
## 1 stest 11014704. " data support is extreme" 0.00000338
## 2 stest + gen 3482025. " data support is extreme" 0.0138
## 3 stest + gen + stest:gen 283194. " data support is extreme" 0.0112
## 4 gen 0.273 " data support is moderate" 0.000289
## # … with abbreviated variable name ¹margin_of_error
##
## Interaction graph plotted...
## Saving 7 x 5 in image
##
## You have a balanced design.
## term | sumsq | meansq | df | statistic | p.value | etasq | partial.etasq | omegasq | partial.omegasq | epsilonsq | cohens.f | power
## -----------------------------------------------------------------------------------------------------------------------------------------
## stest | 0.039 | 0.008 | 5 | 4.146 | 0.002 | 0.160 | 0.161 | 0.121 | 0.116 | 0.122 | 0.438 | 0.960
## gen | 0.000 | 0.000 | 1 | 0.170 | 0.681 | 0.001 | 0.002 | -0.006 | -0.007 | -0.006 | 0.040 | 0.070
## stest:gen | 0.001 | 0.000 | 5 | 0.070 | 0.996 | 0.003 | 0.003 | -0.036 | -0.040 | -0.036 | 0.057 | 0.066
## Residuals | 0.201 | 0.002 | 108 | | | | | | | | |
##
## Table of group means
## # A tibble: 12 × 15
## # Groups: stest [6]
## stest gen TheMean TheSD TheSEM CIMuliplier Lower…¹ Upper…² Lower…³ Upper…⁴
## <fct> <fct> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 bas8 F 0.336 0.0483 0.0153 2.26 0.302 0.371 0.321 0.352
## 2 bas8 M 0.337 0.0398 0.0126 2.26 0.308 0.365 0.324 0.349
## 3 on7 F 0.306 0.0513 0.0162 2.26 0.269 0.343 0.290 0.322
## 4 on7 M 0.302 0.0346 0.0109 2.26 0.277 0.327 0.291 0.313
## 5 off14 F 0.289 0.0474 0.0150 2.26 0.255 0.323 0.274 0.304
## 6 off14 M 0.291 0.0344 0.0109 2.26 0.267 0.316 0.280 0.302
## 7 off28 F 0.310 0.0439 0.0139 2.26 0.279 0.342 0.297 0.324
## 8 off28 M 0.309 0.0362 0.0115 2.26 0.283 0.335 0.298 0.320
## 9 off42 F 0.338 0.0462 0.0146 2.26 0.305 0.371 0.323 0.352
## 10 off42 M 0.326 0.0386 0.0122 2.26 0.298 0.353 0.313 0.338
## 11 off56 F 0.339 0.0488 0.0154 2.26 0.304 0.374 0.324 0.354
## 12 off56 M 0.334 0.0436 0.0138 2.26 0.303 0.365 0.320 0.348
## # … with 5 more variables: LowerBoundSD <dbl>, UpperBoundSD <dbl>, N <int>,
## # LowerBound <dbl>, UpperBound <dbl>, and abbreviated variable names
## # ¹LowerBoundCI, ²UpperBoundCI, ³LowerBoundSEM, ⁴UpperBoundSEM
##
## Post hoc tests for all effects that were significant
##
## Posthoc multiple comparisons of means: Scheffe Test
## 95% family-wise confidence level
##
## $stest
## diff lwr.ci upr.ci pval
## on7-bas8 -0.03245 -0.09445555 0.02955555 0.8900
## off14-bas8 -0.04660 -0.10860555 0.01540555 0.3996
## off28-bas8 -0.02680 -0.08880555 0.03520555 0.9714
## off42-bas8 -0.00475 -0.06675555 0.05725555 1.0000
## off56-bas8 0.00005 -0.06195555 0.06205555 1.0000
## off14-on7 -0.01415 -0.07615555 0.04785555 0.9999
## off28-on7 0.00565 -0.05635555 0.06765555 1.0000
## off42-on7 0.02770 -0.03430555 0.08970555 0.9633
## off56-on7 0.03250 -0.02950555 0.09450555 0.8889
## off28-off14 0.01980 -0.04220555 0.08180555 0.9978
## off42-off14 0.04185 -0.02015555 0.10385555 0.5855
## off56-off14 0.04665 -0.01535555 0.10865555 0.3977
## off42-off28 0.02205 -0.03995555 0.08405555 0.9942
## off56-off28 0.02685 -0.03515555 0.08885555 0.9710
## off56-off42 0.00480 -0.05720555 0.06680555 1.0000
##
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Testing Homogeneity of Variance with Brown-Forsythe
## Brown-Forsythe Test for Homogeneity of Variance using median
## Df F value Pr(>F)
## group 11 0.1582 0.9991
## 108
##
## Testing Normality Assumption with Shapiro-Wilk
## *** Possible violation of the assumption. You may
## want to plot the residuals to see how they vary from normal ***
##
## Shapiro-Wilk normality test
##
## data: MyAOV_residuals
## W = 0.93308, p-value = 1.506e-05
##
## Bayesian analysis of models in order
## # A tibble: 4 × 4
## model bf support margin_of_error
## <chr> <dbl> <chr> <dbl>
## 1 stest 27.0 " data support is strong" 0.0000214
## 2 stest + gen 5.61 " data support is moderate" 0.0135
## 3 stest + gen + stest:gen 0.353 " data support is anecdotal" 0.0111
## 4 gen 0.209 " data support is moderate" 0.000329
##
## Interaction graph plotted...
## Saving 7 x 5 in image
lp 3 | |||
---|---|---|---|
Predictors | Estimates | CI | p |
(Intercept) | 346.31 | 335.29 – 357.33 | <0.001 |
stim [active] | -0.06 | -6.85 – 6.74 | 0.987 |
stest [on7] | -5.90 | -13.54 – 1.74 | 0.129 |
stest [off14] | -1.80 | -9.44 – 5.84 | 0.643 |
stest [off28] | -0.70 | -8.34 – 6.94 | 0.857 |
stest [off42] | -0.80 | -8.44 – 6.84 | 0.837 |
stest [off56] | -1.30 | -8.94 – 6.34 | 0.737 |
stim [active] * stest [on7] |
-18.80 | -28.16 – -9.44 | <0.001 |
stim [active] * stest [off14] |
-33.55 | -42.91 – -24.19 | <0.001 |
stim [active] * stest [off28] |
-19.60 | -28.96 – -10.24 | <0.001 |
stim [active] * stest [off42] |
-7.10 | -16.46 – 2.26 | 0.136 |
stim [active] * stest [off56] |
-3.90 | -13.26 – 5.46 | 0.412 |
Random Effects | |||
σ2 | 74.96 | ||
τ00 id | 460.94 | ||
ICC | 0.86 | ||
N id | 20 | ||
Observations | 180 | ||
Marginal R2 / Conditional R2 | 0.214 / 0.890 |
ap 3 | |||
---|---|---|---|
Predictors | Estimates | CI | p |
(Intercept) | 11.44 | 9.36 – 13.51 | <0.001 |
stim [active] | -0.46 | -1.93 – 1.01 | 0.539 |
stest [on7] | 0.26 | -1.39 – 1.91 | 0.756 |
stest [off14] | -0.06 | -1.71 – 1.59 | 0.943 |
stest [off28] | -0.20 | -1.85 – 1.45 | 0.811 |
stest [off42] | 0.04 | -1.61 – 1.69 | 0.962 |
stest [off56] | -0.03 | -1.68 – 1.62 | 0.971 |
stim [active] * stest [on7] |
4.35 | 2.33 – 6.38 | <0.001 |
stim [active] * stest [off14] |
8.76 | 6.74 – 10.79 | <0.001 |
stim [active] * stest [off28] |
5.61 | 3.59 – 7.64 | <0.001 |
stim [active] * stest [off42] |
1.12 | -0.90 – 3.15 | 0.274 |
stim [active] * stest [off56] |
0.09 | -1.93 – 2.11 | 0.930 |
Random Effects | |||
σ2 | 3.50 | ||
τ00 id | 14.51 | ||
ICC | 0.81 | ||
N id | 20 | ||
Observations | 180 | ||
Marginal R2 / Conditional R2 | 0.326 / 0.869 |
tab_model(lmer(rt ~ stim*stest + (1|id), datot))
rt | |||
---|---|---|---|
Predictors | Estimates | CI | p |
(Intercept) | 0.35 | 0.33 – 0.37 | <0.001 |
stim [active] | -0.01 | -0.03 – -0.00 | 0.017 |
stest [on7] | 0.00 | -0.01 – 0.01 | 0.818 |
stest [off14] | -0.00 | -0.01 – 0.01 | 0.963 |
stest [off28] | 0.00 | -0.01 – 0.01 | 0.794 |
stest [off42] | 0.01 | -0.01 – 0.02 | 0.311 |
stest [off56] | 0.00 | -0.01 – 0.02 | 0.569 |
stim [active] * stest [on7] |
-0.03 | -0.05 – -0.02 | <0.001 |
stim [active] * stest [off14] |
-0.05 | -0.06 – -0.03 | <0.001 |
stim [active] * stest [off28] |
-0.03 | -0.04 – -0.01 | <0.001 |
stim [active] * stest [off42] |
-0.01 | -0.03 – 0.00 | 0.155 |
stim [active] * stest [off56] |
-0.00 | -0.02 – 0.01 | 0.647 |
Random Effects | |||
σ2 | 0.00 | ||
τ00 id | 0.00 | ||
ICC | 0.88 | ||
N id | 20 | ||
Observations | 180 | ||
Marginal R2 / Conditional R2 | 0.223 / 0.903 |
lp 3 | |||
---|---|---|---|
Predictors | Estimates | CI | p |
(Intercept) | 339.69 | 325.79 – 353.59 | <0.001 |
gen [M] | 13.12 | -5.77 – 32.01 | 0.172 |
stest [on7] | -24.70 | -30.66 – -18.74 | <0.001 |
stest [off14] | -35.35 | -41.31 – -29.39 | <0.001 |
stest [off28] | -20.30 | -26.26 – -14.34 | <0.001 |
stest [off42] | -7.90 | -13.86 – -1.94 | 0.010 |
stest [off56] | -5.20 | -11.16 – 0.76 | 0.087 |
Random Effects | |||
σ2 | 90.57 | ||
τ00 id | 439.27 | ||
ICC | 0.83 | ||
N id | 20 | ||
Observations | 120 | ||
Marginal R2 / Conditional R2 | 0.270 / 0.875 |
ap 3 | |||
---|---|---|---|
Predictors | Estimates | CI | p |
(Intercept) | 11.41 | 8.73 – 14.08 | <0.001 |
gen [M] | -0.85 | -4.43 – 2.72 | 0.637 |
stest [on7] | 4.61 | 3.26 – 5.97 | <0.001 |
stest [off14] | 8.70 | 7.35 – 10.06 | <0.001 |
stest [off28] | 5.41 | 4.06 – 6.77 | <0.001 |
stest [off42] | 1.16 | -0.19 – 2.52 | 0.092 |
stest [off56] | 0.06 | -1.30 – 1.42 | 0.930 |
Random Effects | |||
σ2 | 4.71 | ||
τ00 id | 15.48 | ||
ICC | 0.77 | ||
N id | 20 | ||
Observations | 120 | ||
Marginal R2 / Conditional R2 | 0.342 / 0.847 |
rt | |||
---|---|---|---|
Predictors | Estimates | CI | p |
(Intercept) | 0.34 | 0.31 – 0.36 | <0.001 |
gen [M] | -0.00 | -0.04 – 0.03 | 0.861 |
stest [on7] | -0.03 | -0.04 – -0.02 | <0.001 |
stest [off14] | -0.05 | -0.06 – -0.04 | <0.001 |
stest [off28] | -0.03 | -0.04 – -0.02 | <0.001 |
stest [off42] | -0.00 | -0.01 – 0.00 | 0.273 |
stest [off56] | 0.00 | -0.01 – 0.01 | 0.991 |
Random Effects | |||
σ2 | 0.00 | ||
τ00 id | 0.00 | ||
ICC | 0.90 | ||
N id | 20 | ||
Observations | 120 | ||
Marginal R2 / Conditional R2 | 0.150 / 0.915 |
lp 3 | |||
---|---|---|---|
Predictors | Estimates | CI | p |
(Intercept) | 339.30 | 324.83 – 353.77 | <0.001 |
gen [M] | 13.90 | -6.57 – 34.37 | 0.181 |
stest [on7] | -23.30 | -31.91 – -14.69 | <0.001 |
stest [off14] | -33.50 | -42.11 – -24.89 | <0.001 |
stest [off28] | -19.90 | -28.51 – -11.29 | <0.001 |
stest [off42] | -8.10 | -16.71 – 0.51 | 0.065 |
stest [off56] | -6.30 | -14.91 – 2.31 | 0.150 |
gen [M] * stest [on7] | -2.80 | -14.98 – 9.38 | 0.649 |
gen [M] * stest [off14] | -3.70 | -15.88 – 8.48 | 0.548 |
gen [M] * stest [off28] | -0.80 | -12.98 – 11.38 | 0.897 |
gen [M] * stest [off42] | 0.40 | -11.78 – 12.58 | 0.948 |
gen [M] * stest [off56] | 2.20 | -9.98 – 14.38 | 0.721 |
Random Effects | |||
σ2 | 94.30 | ||
τ00 id | 438.65 | ||
ICC | 0.82 | ||
N id | 20 | ||
Observations | 120 | ||
Marginal R2 / Conditional R2 | 0.269 / 0.871 |
ap 3 | |||
---|---|---|---|
Predictors | Estimates | CI | p |
(Intercept) | 11.43 | 8.62 – 14.24 | <0.001 |
gen [M] | -0.90 | -4.88 – 3.08 | 0.655 |
stest [on7] | 4.14 | 2.23 – 6.05 | <0.001 |
stest [off14] | 9.52 | 7.61 – 11.43 | <0.001 |
stest [off28] | 5.76 | 3.85 – 7.67 | <0.001 |
stest [off42] | 0.64 | -1.27 – 2.55 | 0.509 |
stest [off56] | -0.24 | -2.15 – 1.67 | 0.804 |
gen [M] * stest [on7] | 0.95 | -1.76 – 3.66 | 0.488 |
gen [M] * stest [off14] | -1.63 | -4.34 – 1.08 | 0.235 |
gen [M] * stest [off28] | -0.69 | -3.40 – 2.02 | 0.614 |
gen [M] * stest [off42] | 1.05 | -1.66 – 3.76 | 0.444 |
gen [M] * stest [off56] | 0.60 | -2.11 – 3.31 | 0.661 |
Random Effects | |||
σ2 | 4.66 | ||
τ00 id | 15.49 | ||
ICC | 0.77 | ||
N id | 20 | ||
Observations | 120 | ||
Marginal R2 / Conditional R2 | 0.347 / 0.849 |
rt | |||
---|---|---|---|
Predictors | Estimates | CI | p |
(Intercept) | 0.34 | 0.31 – 0.36 | <0.001 |
gen [M] | 0.00 | -0.04 – 0.04 | 0.992 |
stest [on7] | -0.03 | -0.04 – -0.02 | <0.001 |
stest [off14] | -0.05 | -0.06 – -0.04 | <0.001 |
stest [off28] | -0.03 | -0.04 – -0.01 | <0.001 |
stest [off42] | 0.00 | -0.01 – 0.01 | 0.820 |
stest [off56] | 0.00 | -0.01 – 0.01 | 0.673 |
gen [M] * stest [on7] | -0.00 | -0.02 – 0.01 | 0.638 |
gen [M] * stest [off14] | 0.00 | -0.01 – 0.02 | 0.783 |
gen [M] * stest [off28] | -0.00 | -0.02 – 0.02 | 0.854 |
gen [M] * stest [off42] | -0.01 | -0.03 – 0.00 | 0.160 |
gen [M] * stest [off56] | -0.01 | -0.02 – 0.01 | 0.559 |
Random Effects | |||
σ2 | 0.00 | ||
τ00 id | 0.00 | ||
ICC | 0.90 | ||
N id | 20 | ||
Observations | 120 | ||
Marginal R2 / Conditional R2 | 0.152 / 0.914 |