1 contraste momento a momento

## [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

2 ANOVA medidas repetidas

AOV summary table, table of overall model information and table of means.Interaction graph. Brown-Forsythe test for homogeneity of variance

2.1 lp3

## 
##   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

2.2 ap3

## 
##   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

2.3 rt

## 
##   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

3 Comparativa x Genero en activos, ANOVA medidas repetidas

3.1 lp3

## 
## 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
## #   ¹​LowerBoundCI, ²​UpperBoundCI, ³​LowerBoundSEM, ⁴​UpperBoundSEM
## 
## 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

3.2 ap3

## 
## 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
## #   ¹​LowerBoundCI, ²​UpperBoundCI, ³​LowerBoundSEM, ⁴​UpperBoundSEM
## 
## 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 ¹​margin_of_error
## 
## Interaction graph plotted...
## Saving 7 x 5 in image

3.3 rt

## 
## 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
## #   ¹​LowerBoundCI, ²​UpperBoundCI, ³​LowerBoundSEM, ⁴​UpperBoundSEM
## 
## 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

4 Análisis con modelo mixto

4.1 lp3

  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

4.2 ap3

  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

4.3 rt

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

5 Comparativa x Genero, modelo mixto

5.1 sin interaccion genero-tiempo (en activos)

  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

5.2 con interaccion genero-tiempo (en activos)

  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