ERDS
Russell Chan
2023-04-24
#Load packages
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## format.pval, unitsExamplar of Wide to long (Not needed as data is wrangled) #Wide to long for ERDS #Done #prepreport\(Participant <- factor(prepreport\)Participant) #prepreport_long <- gather(prepreport, ROI, ERDS, ERDSLPF:ERDSFZ, factor_key=TRUE) #write.csv(prepreport_long, “C:/Users/cutba/OneDrive - University of #Twente/1_CV_Selfmanage_papers/23_ERDS_Motor_Learning/Final ERDS Analysis 23/prep_long.csv”, #row.names=FALSE)
Examplar Long to Wide for DF then need to do 1 more step to turn into full frame dataset #Working #prep_wide <- spread(prepreport_long, band, ERDS) #prep_wide
#write.csv(prep_wide, “C:/Users/cutba/OneDrive - University of #Twente/1_CV_Selfmanage_papers/23_ERDS_Motor_Learning/Final ERDS Analysis 23/prep_wide.csv”, row.names=FALSE)
#Load dataframes
prepwide_final <- read_csv("prepwide_final.csv")## Rows: 6000 Columns: 8
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (3): Block, Hand, ROI
## dbl (5): Time, Participant, Alpha, Beta, Theta
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.mot_wide <- read_csv("mot_wide_final.csv")## Rows: 15500 Columns: 8
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (3): Block, Hand, ROI
## dbl (5): Time, Participant, Alpha, Beta, Theta
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.postwide_final <- read_csv("postwide_final.csv")## Rows: 13500 Columns: 9
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (3): Block, Hand, ROI
## dbl (6): Time, Freq, Participant, Alpha, Beta, Theta
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.#Factors of all ERDS Wide
#Factors for motor wide - DFs not ready
mot_wide$Subject <- factor(mot_wide$Participant)
mot_wide$Block <- factor(mot_wide$Block)
mot_wide$Timepoint <- factor(mot_wide$Time)
mot_wide$Hand <- factor(mot_wide$Hand)
mot_wide$ROI <- factor(mot_wide$ROI)
#Factors for prep wide - Working
prepwide_final$Subject <- factor(prepwide_final$Participant)
prepwide_final$Block <- factor(prepwide_final$Block)
prepwide_final$Timepoint <- factor(prepwide_final$Time)
prepwide_final$Hand <- factor(prepwide_final$Hand)
prepwide_final$ROI <- factor(prepwide_final$ROI)
#Factors for LBP wide - Working
postwide_final$Subject <- factor(postwide_final$Participant)
postwide_final$Block <- factor(postwide_final$Block)
postwide_final$Timepoint <- factor(postwide_final$Time)
postwide_final$Hand <- factor(postwide_final$Hand)
postwide_final$ROI <- factor(postwide_final$ROI)
#prep_wide_final$Theta <- as.numeric(prep_wide_final$Theta)#Model Prep/Band ERDS Blocks
#Last button press Block 1
m.prep.alpha <- lmer(Alpha ~ Block * Hand * ROI *Timepoint + (1|Subject), data = prepwide_final)
Anova(m.prep.alpha)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Alpha
## Chisq Df Pr(>Chisq)
## Block 66.5389 1 3.431e-16 ***
## Hand 0.3158 1 0.5741334
## ROI 157.6976 4 < 2.2e-16 ***
## Timepoint 35.3599 11 0.0002161 ***
## Block:Hand 46.8490 1 7.667e-12 ***
## Block:ROI 10.1815 4 0.0374792 *
## Hand:ROI 6.1627 4 0.1873253
## Block:Timepoint 23.9811 11 0.0128132 *
## Hand:Timepoint 43.8566 11 7.699e-06 ***
## ROI:Timepoint 18.0045 44 0.9998245
## Block:Hand:ROI 18.2475 4 0.0011040 **
## Block:Hand:Timepoint 6.3657 11 0.8478830
## Block:ROI:Timepoint 18.4241 44 0.9997604
## Hand:ROI:Timepoint 17.2937 44 0.9998991
## Block:Hand:ROI:Timepoint 20.7850 44 0.9988667
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary(m.prep.alpha)## Linear mixed model fit by REML ['lmerMod']
## Formula: Alpha ~ Block * Hand * ROI * Timepoint + (1 | Subject)
## Data: prepwide_final
##
## REML criterion at convergence: 56462.1
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -2.9557 -0.5717 -0.0925 0.4279 9.4358
##
## Random effects:
## Groups Name Variance Std.Dev.
## Subject (Intercept) 107.4 10.36
## Residual 912.7 30.21
## Number of obs: 6000, groups: Subject, 25
##
## Fixed effects:
## Estimate Std. Error t value
## (Intercept) -19.11168 6.38759 -2.992
## BlockB5 7.93085 8.54483 0.928
## Handright -4.08103 8.54483 -0.478
## ROIERDSC4 -10.04764 8.54483 -1.176
## ROIERDSFZ 14.06899 8.54483 1.646
## ROIERDSLPF -2.40606 8.54483 -0.282
## ROIERDSRPF -7.45097 8.54483 -0.872
## Timepoint-0.9 -3.89278 8.54483 -0.456
## Timepoint-0.8 1.32258 8.54483 0.155
## Timepoint-0.7 -12.00752 8.54483 -1.405
## Timepoint-0.6 -4.92386 8.54483 -0.576
## Timepoint-0.5 3.38768 8.54483 0.396
## Timepoint-0.4 -3.89490 8.54483 -0.456
## Timepoint-0.3 -2.19994 8.54483 -0.257
## Timepoint-0.2 -0.34406 8.54483 -0.040
## Timepoint-0.1 -5.17673 8.54483 -0.606
## Timepoint0 -6.32576 8.54483 -0.740
## Timepoint0.1 -5.78753 8.54483 -0.677
## BlockB5:Handright -5.19832 12.08421 -0.430
## BlockB5:ROIERDSC4 7.18272 12.08421 0.594
## BlockB5:ROIERDSFZ -10.67190 12.08421 -0.883
## BlockB5:ROIERDSLPF -0.65240 12.08421 -0.054
## BlockB5:ROIERDSRPF 9.09386 12.08421 0.753
## Handright:ROIERDSC4 14.59954 12.08421 1.208
## Handright:ROIERDSFZ -6.46383 12.08421 -0.535
## Handright:ROIERDSLPF 7.83220 12.08421 0.648
## Handright:ROIERDSRPF 10.72196 12.08421 0.887
## BlockB5:Timepoint-0.9 4.07864 12.08421 0.338
## BlockB5:Timepoint-0.8 -4.51262 12.08421 -0.373
## BlockB5:Timepoint-0.7 9.37576 12.08421 0.776
## BlockB5:Timepoint-0.6 3.80994 12.08421 0.315
## BlockB5:Timepoint-0.5 0.60485 12.08421 0.050
## BlockB5:Timepoint-0.4 -7.24039 12.08421 -0.599
## BlockB5:Timepoint-0.3 -10.14400 12.08421 -0.839
## BlockB5:Timepoint-0.2 -7.57453 12.08421 -0.627
## BlockB5:Timepoint-0.1 -1.57943 12.08421 -0.131
## BlockB5:Timepoint0 2.76157 12.08421 0.229
## BlockB5:Timepoint0.1 -5.31323 12.08421 -0.440
## Handright:Timepoint-0.9 19.40319 12.08421 1.606
## Handright:Timepoint-0.8 6.45620 12.08421 0.534
## Handright:Timepoint-0.7 4.11345 12.08421 0.340
## Handright:Timepoint-0.6 -2.26678 12.08421 -0.188
## Handright:Timepoint-0.5 -5.11589 12.08421 -0.423
## Handright:Timepoint-0.4 6.16941 12.08421 0.511
## Handright:Timepoint-0.3 6.39081 12.08421 0.529
## Handright:Timepoint-0.2 0.26839 12.08421 0.022
## Handright:Timepoint-0.1 4.65113 12.08421 0.385
## Handright:Timepoint0 18.31048 12.08421 1.515
## Handright:Timepoint0.1 20.96551 12.08421 1.735
## ROIERDSC4:Timepoint-0.9 2.95590 12.08421 0.245
## ROIERDSFZ:Timepoint-0.9 1.19453 12.08421 0.099
## ROIERDSLPF:Timepoint-0.9 5.16737 12.08421 0.428
## ROIERDSRPF:Timepoint-0.9 3.50816 12.08421 0.290
## ROIERDSC4:Timepoint-0.8 -0.84969 12.08421 -0.070
## ROIERDSFZ:Timepoint-0.8 -9.82035 12.08421 -0.813
## ROIERDSLPF:Timepoint-0.8 -5.02614 12.08421 -0.416
## ROIERDSRPF:Timepoint-0.8 1.12437 12.08421 0.093
## ROIERDSC4:Timepoint-0.7 7.27383 12.08421 0.602
## ROIERDSFZ:Timepoint-0.7 -3.28008 12.08421 -0.271
## ROIERDSLPF:Timepoint-0.7 0.78009 12.08421 0.065
## ROIERDSRPF:Timepoint-0.7 6.29576 12.08421 0.521
## ROIERDSC4:Timepoint-0.6 2.54219 12.08421 0.210
## ROIERDSFZ:Timepoint-0.6 -0.55320 12.08421 -0.046
## ROIERDSLPF:Timepoint-0.6 -3.62688 12.08421 -0.300
## ROIERDSRPF:Timepoint-0.6 2.92150 12.08421 0.242
## ROIERDSC4:Timepoint-0.5 -0.45164 12.08421 -0.037
## ROIERDSFZ:Timepoint-0.5 -12.48642 12.08421 -1.033
## ROIERDSLPF:Timepoint-0.5 -2.72319 12.08421 -0.225
## ROIERDSRPF:Timepoint-0.5 3.53225 12.08421 0.292
## ROIERDSC4:Timepoint-0.4 7.64706 12.08421 0.633
## ROIERDSFZ:Timepoint-0.4 -6.54135 12.08421 -0.541
## ROIERDSLPF:Timepoint-0.4 1.16447 12.08421 0.096
## ROIERDSRPF:Timepoint-0.4 4.46051 12.08421 0.369
## ROIERDSC4:Timepoint-0.3 -1.98825 12.08421 -0.165
## ROIERDSFZ:Timepoint-0.3 -3.76719 12.08421 -0.312
## ROIERDSLPF:Timepoint-0.3 -0.40489 12.08421 -0.034
## ROIERDSRPF:Timepoint-0.3 2.40623 12.08421 0.199
## ROIERDSC4:Timepoint-0.2 -2.10025 12.08421 -0.174
## ROIERDSFZ:Timepoint-0.2 -8.62232 12.08421 -0.714
## ROIERDSLPF:Timepoint-0.2 -1.13229 12.08421 -0.094
## ROIERDSRPF:Timepoint-0.2 3.47530 12.08421 0.288
## ROIERDSC4:Timepoint-0.1 6.84332 12.08421 0.566
## ROIERDSFZ:Timepoint-0.1 -0.01876 12.08421 -0.002
## ROIERDSLPF:Timepoint-0.1 8.42367 12.08421 0.697
## ROIERDSRPF:Timepoint-0.1 5.58225 12.08421 0.462
## ROIERDSC4:Timepoint0 11.32839 12.08421 0.937
## ROIERDSFZ:Timepoint0 -2.06791 12.08421 -0.171
## ROIERDSLPF:Timepoint0 5.00817 12.08421 0.414
## ROIERDSRPF:Timepoint0 7.88325 12.08421 0.652
## ROIERDSC4:Timepoint0.1 3.25492 12.08421 0.269
## ROIERDSFZ:Timepoint0.1 -1.99875 12.08421 -0.165
## ROIERDSLPF:Timepoint0.1 5.74470 12.08421 0.475
## ROIERDSRPF:Timepoint0.1 9.96774 12.08421 0.825
## BlockB5:Handright:ROIERDSC4 -19.69312 17.08966 -1.152
## BlockB5:Handright:ROIERDSFZ 13.20461 17.08966 0.773
## BlockB5:Handright:ROIERDSLPF 1.52006 17.08966 0.089
## BlockB5:Handright:ROIERDSRPF -13.46116 17.08966 -0.788
## BlockB5:Handright:Timepoint-0.9 -21.31215 17.08966 -1.247
## BlockB5:Handright:Timepoint-0.8 -6.23730 17.08966 -0.365
## BlockB5:Handright:Timepoint-0.7 6.08865 17.08966 0.356
## BlockB5:Handright:Timepoint-0.6 3.82967 17.08966 0.224
## BlockB5:Handright:Timepoint-0.5 -0.72811 17.08966 -0.043
## BlockB5:Handright:Timepoint-0.4 3.38938 17.08966 0.198
## BlockB5:Handright:Timepoint-0.3 4.82758 17.08966 0.282
## BlockB5:Handright:Timepoint-0.2 7.96728 17.08966 0.466
## BlockB5:Handright:Timepoint-0.1 -1.34223 17.08966 -0.079
## BlockB5:Handright:Timepoint0 -16.74564 17.08966 -0.980
## BlockB5:Handright:Timepoint0.1 -8.37410 17.08966 -0.490
## BlockB5:ROIERDSC4:Timepoint-0.9 1.73347 17.08966 0.101
## BlockB5:ROIERDSFZ:Timepoint-0.9 9.20678 17.08966 0.539
## BlockB5:ROIERDSLPF:Timepoint-0.9 0.36032 17.08966 0.021
## BlockB5:ROIERDSRPF:Timepoint-0.9 -5.85948 17.08966 -0.343
## BlockB5:ROIERDSC4:Timepoint-0.8 -1.79658 17.08966 -0.105
## BlockB5:ROIERDSFZ:Timepoint-0.8 23.72932 17.08966 1.389
## BlockB5:ROIERDSLPF:Timepoint-0.8 22.84776 17.08966 1.337
## BlockB5:ROIERDSRPF:Timepoint-0.8 0.15666 17.08966 0.009
## BlockB5:ROIERDSC4:Timepoint-0.7 -17.00708 17.08966 -0.995
## BlockB5:ROIERDSFZ:Timepoint-0.7 14.87368 17.08966 0.870
## BlockB5:ROIERDSLPF:Timepoint-0.7 11.27948 17.08966 0.660
## BlockB5:ROIERDSRPF:Timepoint-0.7 -1.34293 17.08966 -0.079
## BlockB5:ROIERDSC4:Timepoint-0.6 -6.25792 17.08966 -0.366
## BlockB5:ROIERDSFZ:Timepoint-0.6 10.58791 17.08966 0.620
## BlockB5:ROIERDSLPF:Timepoint-0.6 9.66741 17.08966 0.566
## BlockB5:ROIERDSRPF:Timepoint-0.6 -3.23356 17.08966 -0.189
## BlockB5:ROIERDSC4:Timepoint-0.5 13.40148 17.08966 0.784
## BlockB5:ROIERDSFZ:Timepoint-0.5 23.06196 17.08966 1.349
## BlockB5:ROIERDSLPF:Timepoint-0.5 6.82233 17.08966 0.399
## BlockB5:ROIERDSRPF:Timepoint-0.5 -3.73513 17.08966 -0.219
## BlockB5:ROIERDSC4:Timepoint-0.4 8.60230 17.08966 0.503
## BlockB5:ROIERDSFZ:Timepoint-0.4 23.23773 17.08966 1.360
## BlockB5:ROIERDSLPF:Timepoint-0.4 13.84590 17.08966 0.810
## BlockB5:ROIERDSRPF:Timepoint-0.4 0.96525 17.08966 0.056
## BlockB5:ROIERDSC4:Timepoint-0.3 8.29167 17.08966 0.485
## BlockB5:ROIERDSFZ:Timepoint-0.3 8.49324 17.08966 0.497
## BlockB5:ROIERDSLPF:Timepoint-0.3 7.80369 17.08966 0.457
## BlockB5:ROIERDSRPF:Timepoint-0.3 -2.57313 17.08966 -0.151
## BlockB5:ROIERDSC4:Timepoint-0.2 17.93127 17.08966 1.049
## BlockB5:ROIERDSFZ:Timepoint-0.2 12.48590 17.08966 0.731
## BlockB5:ROIERDSLPF:Timepoint-0.2 1.73625 17.08966 0.102
## BlockB5:ROIERDSRPF:Timepoint-0.2 -2.39691 17.08966 -0.140
## BlockB5:ROIERDSC4:Timepoint-0.1 -2.58320 17.08966 -0.151
## BlockB5:ROIERDSFZ:Timepoint-0.1 20.30828 17.08966 1.188
## BlockB5:ROIERDSLPF:Timepoint-0.1 0.07210 17.08966 0.004
## BlockB5:ROIERDSRPF:Timepoint-0.1 -6.33113 17.08966 -0.370
## BlockB5:ROIERDSC4:Timepoint0 -4.46918 17.08966 -0.262
## BlockB5:ROIERDSFZ:Timepoint0 12.53084 17.08966 0.733
## BlockB5:ROIERDSLPF:Timepoint0 -0.43604 17.08966 -0.026
## BlockB5:ROIERDSRPF:Timepoint0 -8.63161 17.08966 -0.505
## BlockB5:ROIERDSC4:Timepoint0.1 10.61736 17.08966 0.621
## BlockB5:ROIERDSFZ:Timepoint0.1 18.80383 17.08966 1.100
## BlockB5:ROIERDSLPF:Timepoint0.1 6.62269 17.08966 0.388
## BlockB5:ROIERDSRPF:Timepoint0.1 -7.92215 17.08966 -0.464
## Handright:ROIERDSC4:Timepoint-0.9 -15.79700 17.08966 -0.924
## Handright:ROIERDSFZ:Timepoint-0.9 -17.51686 17.08966 -1.025
## Handright:ROIERDSLPF:Timepoint-0.9 -16.27405 17.08966 -0.952
## Handright:ROIERDSRPF:Timepoint-0.9 -10.36224 17.08966 -0.606
## Handright:ROIERDSC4:Timepoint-0.8 -11.81686 17.08966 -0.691
## Handright:ROIERDSFZ:Timepoint-0.8 1.49508 17.08966 0.087
## Handright:ROIERDSLPF:Timepoint-0.8 -3.10508 17.08966 -0.182
## Handright:ROIERDSRPF:Timepoint-0.8 -11.54857 17.08966 -0.676
## Handright:ROIERDSC4:Timepoint-0.7 -9.29232 17.08966 -0.544
## Handright:ROIERDSFZ:Timepoint-0.7 2.31361 17.08966 0.135
## Handright:ROIERDSLPF:Timepoint-0.7 -2.19511 17.08966 -0.128
## Handright:ROIERDSRPF:Timepoint-0.7 -8.62347 17.08966 -0.505
## Handright:ROIERDSC4:Timepoint-0.6 -3.02838 17.08966 -0.177
## Handright:ROIERDSFZ:Timepoint-0.6 -2.14098 17.08966 -0.125
## Handright:ROIERDSLPF:Timepoint-0.6 0.03176 17.08966 0.002
## Handright:ROIERDSRPF:Timepoint-0.6 0.65728 17.08966 0.038
## Handright:ROIERDSC4:Timepoint-0.5 -2.76162 17.08966 -0.162
## Handright:ROIERDSFZ:Timepoint-0.5 12.99183 17.08966 0.760
## Handright:ROIERDSLPF:Timepoint-0.5 2.31455 17.08966 0.135
## Handright:ROIERDSRPF:Timepoint-0.5 -3.09765 17.08966 -0.181
## Handright:ROIERDSC4:Timepoint-0.4 -14.91749 17.08966 -0.873
## Handright:ROIERDSFZ:Timepoint-0.4 10.20558 17.08966 0.597
## Handright:ROIERDSLPF:Timepoint-0.4 -0.62081 17.08966 -0.036
## Handright:ROIERDSRPF:Timepoint-0.4 -5.33633 17.08966 -0.312
## Handright:ROIERDSC4:Timepoint-0.3 5.84574 17.08966 0.342
## Handright:ROIERDSFZ:Timepoint-0.3 2.90263 17.08966 0.170
## Handright:ROIERDSLPF:Timepoint-0.3 -4.45084 17.08966 -0.260
## Handright:ROIERDSRPF:Timepoint-0.3 1.01235 17.08966 0.059
## Handright:ROIERDSC4:Timepoint-0.2 6.80680 17.08966 0.398
## Handright:ROIERDSFZ:Timepoint-0.2 9.60509 17.08966 0.562
## Handright:ROIERDSLPF:Timepoint-0.2 1.59273 17.08966 0.093
## Handright:ROIERDSRPF:Timepoint-0.2 2.90427 17.08966 0.170
## Handright:ROIERDSC4:Timepoint-0.1 -11.12823 17.08966 -0.651
## Handright:ROIERDSFZ:Timepoint-0.1 5.27767 17.08966 0.309
## Handright:ROIERDSLPF:Timepoint-0.1 -1.91150 17.08966 -0.112
## Handright:ROIERDSRPF:Timepoint-0.1 -7.98660 17.08966 -0.467
## Handright:ROIERDSC4:Timepoint0 -26.68088 17.08966 -1.561
## Handright:ROIERDSFZ:Timepoint0 8.78015 17.08966 0.514
## Handright:ROIERDSLPF:Timepoint0 -6.58676 17.08966 -0.385
## Handright:ROIERDSRPF:Timepoint0 -16.02273 17.08966 -0.938
## Handright:ROIERDSC4:Timepoint0.1 -12.84297 17.08966 -0.752
## Handright:ROIERDSFZ:Timepoint0.1 0.45986 17.08966 0.027
## Handright:ROIERDSLPF:Timepoint0.1 -11.90633 17.08966 -0.697
## Handright:ROIERDSRPF:Timepoint0.1 -15.35059 17.08966 -0.898
## BlockB5:Handright:ROIERDSC4:Timepoint-0.9 12.15558 24.16842 0.503
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.9 10.01595 24.16842 0.414
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.9 15.09372 24.16842 0.625
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.9 16.18933 24.16842 0.670
## BlockB5:Handright:ROIERDSC4:Timepoint-0.8 18.86913 24.16842 0.781
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.8 -7.79016 24.16842 -0.322
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.8 -7.33667 24.16842 -0.304
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.8 16.54446 24.16842 0.685
## BlockB5:Handright:ROIERDSC4:Timepoint-0.7 11.74946 24.16842 0.486
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.7 -19.32927 24.16842 -0.800
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.7 -17.67315 24.16842 -0.731
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.7 -0.09144 24.16842 -0.004
## BlockB5:Handright:ROIERDSC4:Timepoint-0.6 7.25073 24.16842 0.300
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.6 -12.70470 24.16842 -0.526
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.6 -13.60798 24.16842 -0.563
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.6 -3.27187 24.16842 -0.135
## BlockB5:Handright:ROIERDSC4:Timepoint-0.5 -6.71128 24.16842 -0.278
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.5 -17.69506 24.16842 -0.732
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.5 -8.60713 24.16842 -0.356
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.5 2.98731 24.16842 0.124
## BlockB5:Handright:ROIERDSC4:Timepoint-0.4 -2.01148 24.16842 -0.083
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.4 -27.66400 24.16842 -1.145
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.4 -12.18613 24.16842 -0.504
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.4 1.36483 24.16842 0.056
## BlockB5:Handright:ROIERDSC4:Timepoint-0.3 -11.09174 24.16842 -0.459
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.3 -1.49312 24.16842 -0.062
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.3 5.79117 24.16842 0.240
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.3 3.02965 24.16842 0.125
## BlockB5:Handright:ROIERDSC4:Timepoint-0.2 -23.84074 24.16842 -0.986
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.2 -7.32754 24.16842 -0.303
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.2 3.72671 24.16842 0.154
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.2 -2.56908 24.16842 -0.106
## BlockB5:Handright:ROIERDSC4:Timepoint-0.1 13.92093 24.16842 0.576
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.1 -13.18305 24.16842 -0.545
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.1 1.56511 24.16842 0.065
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.1 11.31595 24.16842 0.468
## BlockB5:Handright:ROIERDSC4:Timepoint0 30.94530 24.16842 1.280
## BlockB5:Handright:ROIERDSFZ:Timepoint0 0.49498 24.16842 0.020
## BlockB5:Handright:ROIERDSLPF:Timepoint0 11.49974 24.16842 0.476
## BlockB5:Handright:ROIERDSRPF:Timepoint0 22.27303 24.16842 0.922
## BlockB5:Handright:ROIERDSC4:Timepoint0.1 13.03603 24.16842 0.539
## BlockB5:Handright:ROIERDSFZ:Timepoint0.1 -1.75488 24.16842 -0.073
## BlockB5:Handright:ROIERDSLPF:Timepoint0.1 5.14682 24.16842 0.213
## BlockB5:Handright:ROIERDSRPF:Timepoint0.1 18.52970 24.16842 0.767##
## Correlation matrix not shown by default, as p = 240 > 12.
## Use print(x, correlation=TRUE) or
## vcov(x) if you need itplot(m.prep.alpha)
m.prep.theta <- lmer(Theta ~ Block * Hand * ROI *Timepoint + (1|Subject), data = prepwide_final)
Anova(m.prep.theta)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Theta
## Chisq Df Pr(>Chisq)
## Block 33.9890 1 5.542e-09 ***
## Hand 0.3671 1 0.544615
## ROI 134.5218 4 < 2.2e-16 ***
## Timepoint 12.5385 11 0.324556
## Block:Hand 70.4044 1 < 2.2e-16 ***
## Block:ROI 3.7612 4 0.439294
## Hand:ROI 10.9260 4 0.027408 *
## Block:Timepoint 39.3360 11 4.644e-05 ***
## Hand:Timepoint 93.5863 11 3.295e-15 ***
## ROI:Timepoint 11.2676 44 1.000000
## Block:Hand:ROI 18.1932 4 0.001131 **
## Block:Hand:Timepoint 19.5253 11 0.052291 .
## Block:ROI:Timepoint 11.8928 44 1.000000
## Hand:ROI:Timepoint 18.6607 44 0.999716
## Block:Hand:ROI:Timepoint 18.3684 44 0.999770
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary(m.prep.theta)## Linear mixed model fit by REML ['lmerMod']
## Formula: Theta ~ Block * Hand * ROI * Timepoint + (1 | Subject)
## Data: prepwide_final
##
## REML criterion at convergence: 58461.1
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -2.5914 -0.5145 -0.0798 0.3833 12.6571
##
## Random effects:
## Groups Name Variance Std.Dev.
## Subject (Intercept) 175.1 13.23
## Residual 1290.6 35.92
## Number of obs: 6000, groups: Subject, 25
##
## Fixed effects:
## Estimate Std. Error t value
## (Intercept) -14.83752 7.65681 -1.938
## BlockB5 3.49222 10.16109 0.344
## Handright 3.27548 10.16109 0.322
## ROIERDSC4 -2.45676 10.16109 -0.242
## ROIERDSFZ 16.23296 10.16109 1.598
## ROIERDSLPF -1.74131 10.16109 -0.171
## ROIERDSRPF -4.93972 10.16109 -0.486
## Timepoint-0.9 -5.41031 10.16109 -0.532
## Timepoint-0.8 -3.61493 10.16109 -0.356
## Timepoint-0.7 -9.27590 10.16109 -0.913
## Timepoint-0.6 -4.19430 10.16109 -0.413
## Timepoint-0.5 0.01110 10.16109 0.001
## Timepoint-0.4 -1.72542 10.16109 -0.170
## Timepoint-0.3 -5.23464 10.16109 -0.515
## Timepoint-0.2 -2.88236 10.16109 -0.284
## Timepoint-0.1 -6.25446 10.16109 -0.616
## Timepoint0 -7.98054 10.16109 -0.785
## Timepoint0.1 -4.44344 10.16109 -0.437
## BlockB5:Handright 2.44501 14.36996 0.170
## BlockB5:ROIERDSC4 6.44668 14.36996 0.449
## BlockB5:ROIERDSFZ -3.86473 14.36996 -0.269
## BlockB5:ROIERDSLPF 9.85816 14.36996 0.686
## BlockB5:ROIERDSRPF 14.47523 14.36996 1.007
## Handright:ROIERDSC4 2.13555 14.36996 0.149
## Handright:ROIERDSFZ -3.56119 14.36996 -0.248
## Handright:ROIERDSLPF 8.96116 14.36996 0.624
## Handright:ROIERDSRPF 4.01272 14.36996 0.279
## BlockB5:Timepoint-0.9 13.20760 14.36996 0.919
## BlockB5:Timepoint-0.8 9.51927 14.36996 0.662
## BlockB5:Timepoint-0.7 12.04117 14.36996 0.838
## BlockB5:Timepoint-0.6 12.05055 14.36996 0.839
## BlockB5:Timepoint-0.5 10.06642 14.36996 0.701
## BlockB5:Timepoint-0.4 -6.53477 14.36996 -0.455
## BlockB5:Timepoint-0.3 -9.36327 14.36996 -0.652
## BlockB5:Timepoint-0.2 -7.98700 14.36996 -0.556
## BlockB5:Timepoint-0.1 0.99159 14.36996 0.069
## BlockB5:Timepoint0 8.05462 14.36996 0.561
## BlockB5:Timepoint0.1 2.07913 14.36996 0.145
## Handright:Timepoint-0.9 7.81087 14.36996 0.544
## Handright:Timepoint-0.8 2.28353 14.36996 0.159
## Handright:Timepoint-0.7 3.82701 14.36996 0.266
## Handright:Timepoint-0.6 -5.50807 14.36996 -0.383
## Handright:Timepoint-0.5 -8.30714 14.36996 -0.578
## Handright:Timepoint-0.4 -1.07161 14.36996 -0.075
## Handright:Timepoint-0.3 5.03960 14.36996 0.351
## Handright:Timepoint-0.2 1.97942 14.36996 0.138
## Handright:Timepoint-0.1 12.35296 14.36996 0.860
## Handright:Timepoint0 17.75784 14.36996 1.236
## Handright:Timepoint0.1 13.45936 14.36996 0.937
## ROIERDSC4:Timepoint-0.9 -1.67064 14.36996 -0.116
## ROIERDSFZ:Timepoint-0.9 4.21911 14.36996 0.294
## ROIERDSLPF:Timepoint-0.9 2.96318 14.36996 0.206
## ROIERDSRPF:Timepoint-0.9 2.65202 14.36996 0.185
## ROIERDSC4:Timepoint-0.8 0.60482 14.36996 0.042
## ROIERDSFZ:Timepoint-0.8 -2.41460 14.36996 -0.168
## ROIERDSLPF:Timepoint-0.8 -1.55895 14.36996 -0.108
## ROIERDSRPF:Timepoint-0.8 2.43406 14.36996 0.169
## ROIERDSC4:Timepoint-0.7 7.70357 14.36996 0.536
## ROIERDSFZ:Timepoint-0.7 0.54057 14.36996 0.038
## ROIERDSLPF:Timepoint-0.7 1.07413 14.36996 0.075
## ROIERDSRPF:Timepoint-0.7 3.86525 14.36996 0.269
## ROIERDSC4:Timepoint-0.6 4.69558 14.36996 0.327
## ROIERDSFZ:Timepoint-0.6 -0.68675 14.36996 -0.048
## ROIERDSLPF:Timepoint-0.6 -3.28587 14.36996 -0.229
## ROIERDSRPF:Timepoint-0.6 0.94678 14.36996 0.066
## ROIERDSC4:Timepoint-0.5 4.02850 14.36996 0.280
## ROIERDSFZ:Timepoint-0.5 -6.17484 14.36996 -0.430
## ROIERDSLPF:Timepoint-0.5 -0.01184 14.36996 -0.001
## ROIERDSRPF:Timepoint-0.5 0.55344 14.36996 0.039
## ROIERDSC4:Timepoint-0.4 5.98065 14.36996 0.416
## ROIERDSFZ:Timepoint-0.4 -3.35873 14.36996 -0.234
## ROIERDSLPF:Timepoint-0.4 4.26321 14.36996 0.297
## ROIERDSRPF:Timepoint-0.4 1.16811 14.36996 0.081
## ROIERDSC4:Timepoint-0.3 1.24986 14.36996 0.087
## ROIERDSFZ:Timepoint-0.3 -3.49408 14.36996 -0.243
## ROIERDSLPF:Timepoint-0.3 5.92461 14.36996 0.412
## ROIERDSRPF:Timepoint-0.3 3.36810 14.36996 0.234
## ROIERDSC4:Timepoint-0.2 -1.53885 14.36996 -0.107
## ROIERDSFZ:Timepoint-0.2 -4.69990 14.36996 -0.327
## ROIERDSLPF:Timepoint-0.2 5.30070 14.36996 0.369
## ROIERDSRPF:Timepoint-0.2 4.31751 14.36996 0.300
## ROIERDSC4:Timepoint-0.1 2.53818 14.36996 0.177
## ROIERDSFZ:Timepoint-0.1 2.47767 14.36996 0.172
## ROIERDSLPF:Timepoint-0.1 12.28138 14.36996 0.855
## ROIERDSRPF:Timepoint-0.1 4.84983 14.36996 0.337
## ROIERDSC4:Timepoint0 5.22179 14.36996 0.363
## ROIERDSFZ:Timepoint0 2.80045 14.36996 0.195
## ROIERDSLPF:Timepoint0 10.30548 14.36996 0.717
## ROIERDSRPF:Timepoint0 6.70735 14.36996 0.467
## ROIERDSC4:Timepoint0.1 1.29434 14.36996 0.090
## ROIERDSFZ:Timepoint0.1 2.63050 14.36996 0.183
## ROIERDSLPF:Timepoint0.1 6.50439 14.36996 0.453
## ROIERDSRPF:Timepoint0.1 6.12284 14.36996 0.426
## BlockB5:Handright:ROIERDSC4 -15.13409 20.32219 -0.745
## BlockB5:Handright:ROIERDSFZ -7.62628 20.32219 -0.375
## BlockB5:Handright:ROIERDSLPF -19.97939 20.32219 -0.983
## BlockB5:Handright:ROIERDSRPF -21.85887 20.32219 -1.076
## BlockB5:Handright:Timepoint-0.9 -21.56720 20.32219 -1.061
## BlockB5:Handright:Timepoint-0.8 -18.85840 20.32219 -0.928
## BlockB5:Handright:Timepoint-0.7 -12.98478 20.32219 -0.639
## BlockB5:Handright:Timepoint-0.6 -10.51644 20.32219 -0.517
## BlockB5:Handright:Timepoint-0.5 -12.47083 20.32219 -0.614
## BlockB5:Handright:Timepoint-0.4 0.14783 20.32219 0.007
## BlockB5:Handright:Timepoint-0.3 2.35992 20.32219 0.116
## BlockB5:Handright:Timepoint-0.2 7.18692 20.32219 0.354
## BlockB5:Handright:Timepoint-0.1 -13.06442 20.32219 -0.643
## BlockB5:Handright:Timepoint0 -28.84339 20.32219 -1.419
## BlockB5:Handright:Timepoint0.1 -21.74499 20.32219 -1.070
## BlockB5:ROIERDSC4:Timepoint-0.9 8.26514 20.32219 0.407
## BlockB5:ROIERDSFZ:Timepoint-0.9 1.17923 20.32219 0.058
## BlockB5:ROIERDSLPF:Timepoint-0.9 -2.23626 20.32219 -0.110
## BlockB5:ROIERDSRPF:Timepoint-0.9 -5.58581 20.32219 -0.275
## BlockB5:ROIERDSC4:Timepoint-0.8 5.00781 20.32219 0.246
## BlockB5:ROIERDSFZ:Timepoint-0.8 18.01412 20.32219 0.886
## BlockB5:ROIERDSLPF:Timepoint-0.8 12.73473 20.32219 0.627
## BlockB5:ROIERDSRPF:Timepoint-0.8 -0.01590 20.32219 -0.001
## BlockB5:ROIERDSC4:Timepoint-0.7 -9.57433 20.32219 -0.471
## BlockB5:ROIERDSFZ:Timepoint-0.7 19.12659 20.32219 0.941
## BlockB5:ROIERDSLPF:Timepoint-0.7 5.26571 20.32219 0.259
## BlockB5:ROIERDSRPF:Timepoint-0.7 3.20937 20.32219 0.158
## BlockB5:ROIERDSC4:Timepoint-0.6 -10.18985 20.32219 -0.501
## BlockB5:ROIERDSFZ:Timepoint-0.6 20.97851 20.32219 1.032
## BlockB5:ROIERDSLPF:Timepoint-0.6 0.11800 20.32219 0.006
## BlockB5:ROIERDSRPF:Timepoint-0.6 2.51532 20.32219 0.124
## BlockB5:ROIERDSC4:Timepoint-0.5 5.51983 20.32219 0.272
## BlockB5:ROIERDSFZ:Timepoint-0.5 23.36250 20.32219 1.150
## BlockB5:ROIERDSLPF:Timepoint-0.5 -6.64648 20.32219 -0.327
## BlockB5:ROIERDSRPF:Timepoint-0.5 0.72862 20.32219 0.036
## BlockB5:ROIERDSC4:Timepoint-0.4 6.89031 20.32219 0.339
## BlockB5:ROIERDSFZ:Timepoint-0.4 14.63865 20.32219 0.720
## BlockB5:ROIERDSLPF:Timepoint-0.4 -2.97555 20.32219 -0.146
## BlockB5:ROIERDSRPF:Timepoint-0.4 2.31192 20.32219 0.114
## BlockB5:ROIERDSC4:Timepoint-0.3 6.37970 20.32219 0.314
## BlockB5:ROIERDSFZ:Timepoint-0.3 2.49036 20.32219 0.123
## BlockB5:ROIERDSLPF:Timepoint-0.3 -6.46789 20.32219 -0.318
## BlockB5:ROIERDSRPF:Timepoint-0.3 -5.94860 20.32219 -0.293
## BlockB5:ROIERDSC4:Timepoint-0.2 20.84762 20.32219 1.026
## BlockB5:ROIERDSFZ:Timepoint-0.2 -0.68559 20.32219 -0.034
## BlockB5:ROIERDSLPF:Timepoint-0.2 -10.75982 20.32219 -0.529
## BlockB5:ROIERDSRPF:Timepoint-0.2 -9.38253 20.32219 -0.462
## BlockB5:ROIERDSC4:Timepoint-0.1 8.92500 20.32219 0.439
## BlockB5:ROIERDSFZ:Timepoint-0.1 -1.24472 20.32219 -0.061
## BlockB5:ROIERDSLPF:Timepoint-0.1 -17.03790 20.32219 -0.838
## BlockB5:ROIERDSRPF:Timepoint-0.1 -10.77580 20.32219 -0.530
## BlockB5:ROIERDSC4:Timepoint0 -1.92031 20.32219 -0.094
## BlockB5:ROIERDSFZ:Timepoint0 0.74968 20.32219 0.037
## BlockB5:ROIERDSLPF:Timepoint0 -18.73038 20.32219 -0.922
## BlockB5:ROIERDSRPF:Timepoint0 -12.61803 20.32219 -0.621
## BlockB5:ROIERDSC4:Timepoint0.1 2.11398 20.32219 0.104
## BlockB5:ROIERDSFZ:Timepoint0.1 4.77565 20.32219 0.235
## BlockB5:ROIERDSLPF:Timepoint0.1 -13.14127 20.32219 -0.647
## BlockB5:ROIERDSRPF:Timepoint0.1 -11.90541 20.32219 -0.586
## Handright:ROIERDSC4:Timepoint-0.9 1.88782 20.32219 0.093
## Handright:ROIERDSFZ:Timepoint-0.9 -18.12144 20.32219 -0.892
## Handright:ROIERDSLPF:Timepoint-0.9 -10.13051 20.32219 -0.498
## Handright:ROIERDSRPF:Timepoint-0.9 -3.38646 20.32219 -0.167
## Handright:ROIERDSC4:Timepoint-0.8 -3.85082 20.32219 -0.189
## Handright:ROIERDSFZ:Timepoint-0.8 -11.71847 20.32219 -0.577
## Handright:ROIERDSLPF:Timepoint-0.8 -6.65563 20.32219 -0.328
## Handright:ROIERDSRPF:Timepoint-0.8 -6.48433 20.32219 -0.319
## Handright:ROIERDSC4:Timepoint-0.7 -10.31201 20.32219 -0.507
## Handright:ROIERDSFZ:Timepoint-0.7 -11.07883 20.32219 -0.545
## Handright:ROIERDSLPF:Timepoint-0.7 -8.49781 20.32219 -0.418
## Handright:ROIERDSRPF:Timepoint-0.7 -7.67111 20.32219 -0.377
## Handright:ROIERDSC4:Timepoint-0.6 -1.96254 20.32219 -0.097
## Handright:ROIERDSFZ:Timepoint-0.6 -7.22277 20.32219 -0.355
## Handright:ROIERDSLPF:Timepoint-0.6 -2.77375 20.32219 -0.136
## Handright:ROIERDSRPF:Timepoint-0.6 1.02779 20.32219 0.051
## Handright:ROIERDSC4:Timepoint-0.5 2.15139 20.32219 0.106
## Handright:ROIERDSFZ:Timepoint-0.5 2.73444 20.32219 0.135
## Handright:ROIERDSLPF:Timepoint-0.5 -3.12655 20.32219 -0.154
## Handright:ROIERDSRPF:Timepoint-0.5 4.68232 20.32219 0.230
## Handright:ROIERDSC4:Timepoint-0.4 1.21005 20.32219 0.060
## Handright:ROIERDSFZ:Timepoint-0.4 3.81058 20.32219 0.188
## Handright:ROIERDSLPF:Timepoint-0.4 -4.16951 20.32219 -0.205
## Handright:ROIERDSRPF:Timepoint-0.4 7.95490 20.32219 0.391
## Handright:ROIERDSC4:Timepoint-0.3 8.91736 20.32219 0.439
## Handright:ROIERDSFZ:Timepoint-0.3 3.33108 20.32219 0.164
## Handright:ROIERDSLPF:Timepoint-0.3 -6.34521 20.32219 -0.312
## Handright:ROIERDSRPF:Timepoint-0.3 6.08394 20.32219 0.299
## Handright:ROIERDSC4:Timepoint-0.2 11.54077 20.32219 0.568
## Handright:ROIERDSFZ:Timepoint-0.2 8.10142 20.32219 0.399
## Handright:ROIERDSLPF:Timepoint-0.2 -6.33580 20.32219 -0.312
## Handright:ROIERDSRPF:Timepoint-0.2 2.79638 20.32219 0.138
## Handright:ROIERDSC4:Timepoint-0.1 -4.65691 20.32219 -0.229
## Handright:ROIERDSFZ:Timepoint-0.1 0.79804 20.32219 0.039
## Handright:ROIERDSLPF:Timepoint-0.1 -15.50030 20.32219 -0.763
## Handright:ROIERDSRPF:Timepoint-0.1 -7.53434 20.32219 -0.371
## Handright:ROIERDSC4:Timepoint0 -8.85995 20.32219 -0.436
## Handright:ROIERDSFZ:Timepoint0 -0.99356 20.32219 -0.049
## Handright:ROIERDSLPF:Timepoint0 -16.04851 20.32219 -0.790
## Handright:ROIERDSRPF:Timepoint0 -9.35992 20.32219 -0.461
## Handright:ROIERDSC4:Timepoint0.1 3.32247 20.32219 0.163
## Handright:ROIERDSFZ:Timepoint0.1 -8.21884 20.32219 -0.404
## Handright:ROIERDSLPF:Timepoint0.1 -13.55763 20.32219 -0.667
## Handright:ROIERDSRPF:Timepoint0.1 -5.73912 20.32219 -0.282
## BlockB5:Handright:ROIERDSC4:Timepoint-0.9 -8.57497 28.73992 -0.298
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.9 17.10202 28.73992 0.595
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.9 14.81470 28.73992 0.515
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.9 8.80937 28.73992 0.307
## BlockB5:Handright:ROIERDSC4:Timepoint-0.8 2.41533 28.73992 0.084
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.8 1.93142 28.73992 0.067
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.8 2.46392 28.73992 0.086
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.8 9.92860 28.73992 0.345
## BlockB5:Handright:ROIERDSC4:Timepoint-0.7 8.37433 28.73992 0.291
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.7 -9.29789 28.73992 -0.324
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.7 0.21801 28.73992 0.008
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.7 1.13902 28.73992 0.040
## BlockB5:Handright:ROIERDSC4:Timepoint-0.6 8.19424 28.73992 0.285
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.6 -9.14929 28.73992 -0.318
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.6 5.02071 28.73992 0.175
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.6 -3.29603 28.73992 -0.115
## BlockB5:Handright:ROIERDSC4:Timepoint-0.5 -6.72290 28.73992 -0.234
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.5 -6.09348 28.73992 -0.212
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.5 14.90382 28.73992 0.519
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.5 -1.72629 28.73992 -0.060
## BlockB5:Handright:ROIERDSC4:Timepoint-0.4 -13.66279 28.73992 -0.475
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.4 -0.17784 28.73992 -0.006
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.4 14.79626 28.73992 0.515
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.4 -6.62718 28.73992 -0.231
## BlockB5:Handright:ROIERDSC4:Timepoint-0.3 -11.76008 28.73992 -0.409
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.3 18.57851 28.73992 0.646
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.3 23.17717 28.73992 0.806
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.3 3.30817 28.73992 0.115
## BlockB5:Handright:ROIERDSC4:Timepoint-0.2 -32.47967 28.73992 -1.130
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.2 12.01448 28.73992 0.418
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.2 20.35333 28.73992 0.708
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.2 5.71525 28.73992 0.199
## BlockB5:Handright:ROIERDSC4:Timepoint-0.1 -0.98246 28.73992 -0.034
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.1 18.40161 28.73992 0.640
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.1 31.04484 28.73992 1.080
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.1 19.36031 28.73992 0.674
## BlockB5:Handright:ROIERDSC4:Timepoint0 14.85029 28.73992 0.517
## BlockB5:Handright:ROIERDSFZ:Timepoint0 28.48590 28.73992 0.991
## BlockB5:Handright:ROIERDSLPF:Timepoint0 43.95870 28.73992 1.530
## BlockB5:Handright:ROIERDSRPF:Timepoint0 24.29159 28.73992 0.845
## BlockB5:Handright:ROIERDSC4:Timepoint0.1 2.74015 28.73992 0.095
## BlockB5:Handright:ROIERDSFZ:Timepoint0.1 24.52609 28.73992 0.853
## BlockB5:Handright:ROIERDSLPF:Timepoint0.1 35.21757 28.73992 1.225
## BlockB5:Handright:ROIERDSRPF:Timepoint0.1 20.71080 28.73992 0.721##
## Correlation matrix not shown by default, as p = 240 > 12.
## Use print(x, correlation=TRUE) or
## vcov(x) if you need itplot(m.prep.theta)
m.prep.beta <- lmer(Beta ~ Block * Hand * ROI *Timepoint + (1|Subject), data = prepwide_final)
Anova(m.prep.beta)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Beta
## Chisq Df Pr(>Chisq)
## Block 13.1118 1 0.0002934 ***
## Hand 12.4854 1 0.0004101 ***
## ROI 14.6968 4 0.0053733 **
## Timepoint 15.1511 11 0.1756849
## Block:Hand 8.3155 1 0.0039308 **
## Block:ROI 9.3887 4 0.0520847 .
## Hand:ROI 18.0281 4 0.0012186 **
## Block:Timepoint 13.2897 11 0.2748134
## Hand:Timepoint 13.1907 11 0.2810424
## ROI:Timepoint 17.6878 44 0.9998623
## Block:Hand:ROI 3.9930 4 0.4069525
## Block:Hand:Timepoint 15.0357 11 0.1808699
## Block:ROI:Timepoint 9.1614 44 1.0000000
## Hand:ROI:Timepoint 10.8932 44 0.9999999
## Block:Hand:ROI:Timepoint 11.3225 44 0.9999999
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary(m.prep.beta)## Linear mixed model fit by REML ['lmerMod']
## Formula: Beta ~ Block * Hand * ROI * Timepoint + (1 | Subject)
## Data: prepwide_final
##
## REML criterion at convergence: 53920.9
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.5938 -0.5549 -0.0833 0.4623 8.7571
##
## Random effects:
## Groups Name Variance Std.Dev.
## Subject (Intercept) 79.57 8.92
## Residual 586.77 24.22
## Number of obs: 6000, groups: Subject, 25
##
## Fixed effects:
## Estimate Std. Error t value
## (Intercept) -24.78922 5.16271 -4.802
## BlockB5 7.13895 6.85142 1.042
## Handright 9.79766 6.85142 1.430
## ROIERDSC4 -0.59288 6.85142 -0.087
## ROIERDSFZ 11.82800 6.85142 1.726
## ROIERDSLPF 1.12810 6.85142 0.165
## ROIERDSRPF 5.00441 6.85142 0.730
## Timepoint-0.9 4.35950 6.85142 0.636
## Timepoint-0.8 5.14230 6.85142 0.751
## Timepoint-0.7 6.31233 6.85142 0.921
## Timepoint-0.6 8.19634 6.85142 1.196
## Timepoint-0.5 12.43935 6.85142 1.816
## Timepoint-0.4 8.79143 6.85142 1.283
## Timepoint-0.3 0.44896 6.85142 0.066
## Timepoint-0.2 1.98699 6.85142 0.290
## Timepoint-0.1 11.21200 6.85142 1.636
## Timepoint0 4.56185 6.85142 0.666
## Timepoint0.1 6.86169 6.85142 1.001
## BlockB5:Handright -0.78511 9.68937 -0.081
## BlockB5:ROIERDSC4 2.32114 9.68937 0.240
## BlockB5:ROIERDSFZ 1.08425 9.68937 0.112
## BlockB5:ROIERDSLPF 4.09477 9.68937 0.423
## BlockB5:ROIERDSRPF -1.06941 9.68937 -0.110
## Handright:ROIERDSC4 2.34873 9.68937 0.242
## Handright:ROIERDSFZ -15.88232 9.68937 -1.639
## Handright:ROIERDSLPF -4.67197 9.68937 -0.482
## Handright:ROIERDSRPF -3.23957 9.68937 -0.334
## BlockB5:Timepoint-0.9 -3.41923 9.68937 -0.353
## BlockB5:Timepoint-0.8 -3.95810 9.68937 -0.408
## BlockB5:Timepoint-0.7 -9.72222 9.68937 -1.003
## BlockB5:Timepoint-0.6 -10.17424 9.68937 -1.050
## BlockB5:Timepoint-0.5 -8.34719 9.68937 -0.861
## BlockB5:Timepoint-0.4 -6.52366 9.68937 -0.673
## BlockB5:Timepoint-0.3 -7.61171 9.68937 -0.786
## BlockB5:Timepoint-0.2 -7.29865 9.68937 -0.753
## BlockB5:Timepoint-0.1 -17.55255 9.68937 -1.812
## BlockB5:Timepoint0 -7.34222 9.68937 -0.758
## BlockB5:Timepoint0.1 -9.60944 9.68937 -0.992
## Handright:Timepoint-0.9 1.78252 9.68937 0.184
## Handright:Timepoint-0.8 -0.67106 9.68937 -0.069
## Handright:Timepoint-0.7 -10.93617 9.68937 -1.129
## Handright:Timepoint-0.6 -7.30270 9.68937 -0.754
## Handright:Timepoint-0.5 -7.74197 9.68937 -0.799
## Handright:Timepoint-0.4 -9.81927 9.68937 -1.013
## Handright:Timepoint-0.3 -0.90955 9.68937 -0.094
## Handright:Timepoint-0.2 -2.13964 9.68937 -0.221
## Handright:Timepoint-0.1 -16.25814 9.68937 -1.678
## Handright:Timepoint0 -5.05290 9.68937 -0.521
## Handright:Timepoint0.1 -1.58287 9.68937 -0.163
## ROIERDSC4:Timepoint-0.9 -1.33306 9.68937 -0.138
## ROIERDSFZ:Timepoint-0.9 -8.06304 9.68937 -0.832
## ROIERDSLPF:Timepoint-0.9 -0.34907 9.68937 -0.036
## ROIERDSRPF:Timepoint-0.9 -5.09048 9.68937 -0.525
## ROIERDSC4:Timepoint-0.8 -2.96865 9.68937 -0.306
## ROIERDSFZ:Timepoint-0.8 -9.51082 9.68937 -0.982
## ROIERDSLPF:Timepoint-0.8 -4.03323 9.68937 -0.416
## ROIERDSRPF:Timepoint-0.8 -6.46544 9.68937 -0.667
## ROIERDSC4:Timepoint-0.7 -4.37635 9.68937 -0.452
## ROIERDSFZ:Timepoint-0.7 -11.71862 9.68937 -1.209
## ROIERDSLPF:Timepoint-0.7 -1.98523 9.68937 -0.205
## ROIERDSRPF:Timepoint-0.7 -4.38973 9.68937 -0.453
## ROIERDSC4:Timepoint-0.6 -5.63896 9.68937 -0.582
## ROIERDSFZ:Timepoint-0.6 -11.99798 9.68937 -1.238
## ROIERDSLPF:Timepoint-0.6 -3.24765 9.68937 -0.335
## ROIERDSRPF:Timepoint-0.6 -8.54386 9.68937 -0.882
## ROIERDSC4:Timepoint-0.5 -6.81600 9.68937 -0.703
## ROIERDSFZ:Timepoint-0.5 -17.13110 9.68937 -1.768
## ROIERDSLPF:Timepoint-0.5 -8.80206 9.68937 -0.908
## ROIERDSRPF:Timepoint-0.5 -6.99456 9.68937 -0.722
## ROIERDSC4:Timepoint-0.4 -5.98942 9.68937 -0.618
## ROIERDSFZ:Timepoint-0.4 -13.04997 9.68937 -1.347
## ROIERDSLPF:Timepoint-0.4 -4.79475 9.68937 -0.495
## ROIERDSRPF:Timepoint-0.4 -8.03625 9.68937 -0.829
## ROIERDSC4:Timepoint-0.3 -4.99601 9.68937 -0.516
## ROIERDSFZ:Timepoint-0.3 0.40993 9.68937 0.042
## ROIERDSLPF:Timepoint-0.3 0.93464 9.68937 0.096
## ROIERDSRPF:Timepoint-0.3 -4.10691 9.68937 -0.424
## ROIERDSC4:Timepoint-0.2 -3.88630 9.68937 -0.401
## ROIERDSFZ:Timepoint-0.2 -6.21148 9.68937 -0.641
## ROIERDSLPF:Timepoint-0.2 -0.15459 9.68937 -0.016
## ROIERDSRPF:Timepoint-0.2 -5.48537 9.68937 -0.566
## ROIERDSC4:Timepoint-0.1 -3.55465 9.68937 -0.367
## ROIERDSFZ:Timepoint-0.1 -3.70704 9.68937 -0.383
## ROIERDSLPF:Timepoint-0.1 0.78506 9.68937 0.081
## ROIERDSRPF:Timepoint-0.1 -5.04645 9.68937 -0.521
## ROIERDSC4:Timepoint0 3.01549 9.68937 0.311
## ROIERDSFZ:Timepoint0 -0.42886 9.68937 -0.044
## ROIERDSLPF:Timepoint0 3.69757 9.68937 0.382
## ROIERDSRPF:Timepoint0 -3.29546 9.68937 -0.340
## ROIERDSC4:Timepoint0.1 -1.46536 9.68937 -0.151
## ROIERDSFZ:Timepoint0.1 -8.08647 9.68937 -0.835
## ROIERDSLPF:Timepoint0.1 -0.20791 9.68937 -0.021
## ROIERDSRPF:Timepoint0.1 -3.79969 9.68937 -0.392
## BlockB5:Handright:ROIERDSC4 -5.07149 13.70283 -0.370
## BlockB5:Handright:ROIERDSFZ -3.17474 13.70283 -0.232
## BlockB5:Handright:ROIERDSLPF -4.07173 13.70283 -0.297
## BlockB5:Handright:ROIERDSRPF 0.18945 13.70283 0.014
## BlockB5:Handright:Timepoint-0.9 -7.10241 13.70283 -0.518
## BlockB5:Handright:Timepoint-0.8 -7.57132 13.70283 -0.553
## BlockB5:Handright:Timepoint-0.7 11.09856 13.70283 0.810
## BlockB5:Handright:Timepoint-0.6 4.07579 13.70283 0.297
## BlockB5:Handright:Timepoint-0.5 -1.78734 13.70283 -0.130
## BlockB5:Handright:Timepoint-0.4 -3.34596 13.70283 -0.244
## BlockB5:Handright:Timepoint-0.3 -4.02036 13.70283 -0.293
## BlockB5:Handright:Timepoint-0.2 -1.75181 13.70283 -0.128
## BlockB5:Handright:Timepoint-0.1 8.45526 13.70283 0.617
## BlockB5:Handright:Timepoint0 -2.54264 13.70283 -0.186
## BlockB5:Handright:Timepoint0.1 -7.79972 13.70283 -0.569
## BlockB5:ROIERDSC4:Timepoint-0.9 -0.09073 13.70283 -0.007
## BlockB5:ROIERDSFZ:Timepoint-0.9 4.20619 13.70283 0.307
## BlockB5:ROIERDSLPF:Timepoint-0.9 -0.64775 13.70283 -0.047
## BlockB5:ROIERDSRPF:Timepoint-0.9 6.21249 13.70283 0.453
## BlockB5:ROIERDSC4:Timepoint-0.8 5.31791 13.70283 0.388
## BlockB5:ROIERDSFZ:Timepoint-0.8 4.26517 13.70283 0.311
## BlockB5:ROIERDSLPF:Timepoint-0.8 4.33728 13.70283 0.317
## BlockB5:ROIERDSRPF:Timepoint-0.8 6.83492 13.70283 0.499
## BlockB5:ROIERDSC4:Timepoint-0.7 4.90205 13.70283 0.358
## BlockB5:ROIERDSFZ:Timepoint-0.7 2.64121 13.70283 0.193
## BlockB5:ROIERDSLPF:Timepoint-0.7 0.34087 13.70283 0.025
## BlockB5:ROIERDSRPF:Timepoint-0.7 6.52352 13.70283 0.476
## BlockB5:ROIERDSC4:Timepoint-0.6 4.25523 13.70283 0.311
## BlockB5:ROIERDSFZ:Timepoint-0.6 6.30139 13.70283 0.460
## BlockB5:ROIERDSLPF:Timepoint-0.6 2.54942 13.70283 0.186
## BlockB5:ROIERDSRPF:Timepoint-0.6 7.60223 13.70283 0.555
## BlockB5:ROIERDSC4:Timepoint-0.5 1.95396 13.70283 0.143
## BlockB5:ROIERDSFZ:Timepoint-0.5 10.53103 13.70283 0.769
## BlockB5:ROIERDSLPF:Timepoint-0.5 6.22101 13.70283 0.454
## BlockB5:ROIERDSRPF:Timepoint-0.5 2.54081 13.70283 0.185
## BlockB5:ROIERDSC4:Timepoint-0.4 6.42957 13.70283 0.469
## BlockB5:ROIERDSFZ:Timepoint-0.4 5.92472 13.70283 0.432
## BlockB5:ROIERDSLPF:Timepoint-0.4 1.29502 13.70283 0.095
## BlockB5:ROIERDSRPF:Timepoint-0.4 7.25406 13.70283 0.529
## BlockB5:ROIERDSC4:Timepoint-0.3 12.92087 13.70283 0.943
## BlockB5:ROIERDSFZ:Timepoint-0.3 -1.85752 13.70283 -0.136
## BlockB5:ROIERDSLPF:Timepoint-0.3 0.02467 13.70283 0.002
## BlockB5:ROIERDSRPF:Timepoint-0.3 8.51222 13.70283 0.621
## BlockB5:ROIERDSC4:Timepoint-0.2 9.54563 13.70283 0.697
## BlockB5:ROIERDSFZ:Timepoint-0.2 -1.85303 13.70283 -0.135
## BlockB5:ROIERDSLPF:Timepoint-0.2 -0.07733 13.70283 -0.006
## BlockB5:ROIERDSRPF:Timepoint-0.2 9.90863 13.70283 0.723
## BlockB5:ROIERDSC4:Timepoint-0.1 14.57855 13.70283 1.064
## BlockB5:ROIERDSFZ:Timepoint-0.1 0.12347 13.70283 0.009
## BlockB5:ROIERDSLPF:Timepoint-0.1 3.23175 13.70283 0.236
## BlockB5:ROIERDSRPF:Timepoint-0.1 6.88978 13.70283 0.503
## BlockB5:ROIERDSC4:Timepoint0 -5.07340 13.70283 -0.370
## BlockB5:ROIERDSFZ:Timepoint0 1.75760 13.70283 0.128
## BlockB5:ROIERDSLPF:Timepoint0 -3.82591 13.70283 -0.279
## BlockB5:ROIERDSRPF:Timepoint0 0.84489 13.70283 0.062
## BlockB5:ROIERDSC4:Timepoint0.1 8.13872 13.70283 0.594
## BlockB5:ROIERDSFZ:Timepoint0.1 10.17251 13.70283 0.742
## BlockB5:ROIERDSLPF:Timepoint0.1 5.83025 13.70283 0.425
## BlockB5:ROIERDSRPF:Timepoint0.1 8.89634 13.70283 0.649
## Handright:ROIERDSC4:Timepoint-0.9 -2.86420 13.70283 -0.209
## Handright:ROIERDSFZ:Timepoint-0.9 5.64405 13.70283 0.412
## Handright:ROIERDSLPF:Timepoint-0.9 0.11415 13.70283 0.008
## Handright:ROIERDSRPF:Timepoint-0.9 2.91198 13.70283 0.213
## Handright:ROIERDSC4:Timepoint-0.8 -3.50519 13.70283 -0.256
## Handright:ROIERDSFZ:Timepoint-0.8 6.19145 13.70283 0.452
## Handright:ROIERDSLPF:Timepoint-0.8 4.50611 13.70283 0.329
## Handright:ROIERDSRPF:Timepoint-0.8 2.78574 13.70283 0.203
## Handright:ROIERDSC4:Timepoint-0.7 4.63387 13.70283 0.338
## Handright:ROIERDSFZ:Timepoint-0.7 13.15779 13.70283 0.960
## Handright:ROIERDSLPF:Timepoint-0.7 7.30902 13.70283 0.533
## Handright:ROIERDSRPF:Timepoint-0.7 5.89828 13.70283 0.430
## Handright:ROIERDSC4:Timepoint-0.6 2.11552 13.70283 0.154
## Handright:ROIERDSFZ:Timepoint-0.6 9.12806 13.70283 0.666
## Handright:ROIERDSLPF:Timepoint-0.6 3.38802 13.70283 0.247
## Handright:ROIERDSRPF:Timepoint-0.6 7.15575 13.70283 0.522
## Handright:ROIERDSC4:Timepoint-0.5 6.34203 13.70283 0.463
## Handright:ROIERDSFZ:Timepoint-0.5 14.57862 13.70283 1.064
## Handright:ROIERDSLPF:Timepoint-0.5 10.64723 13.70283 0.777
## Handright:ROIERDSRPF:Timepoint-0.5 5.54269 13.70283 0.404
## Handright:ROIERDSC4:Timepoint-0.4 2.54570 13.70283 0.186
## Handright:ROIERDSFZ:Timepoint-0.4 13.81060 13.70283 1.008
## Handright:ROIERDSLPF:Timepoint-0.4 9.33450 13.70283 0.681
## Handright:ROIERDSRPF:Timepoint-0.4 5.84209 13.70283 0.426
## Handright:ROIERDSC4:Timepoint-0.3 3.20864 13.70283 0.234
## Handright:ROIERDSFZ:Timepoint-0.3 1.57677 13.70283 0.115
## Handright:ROIERDSLPF:Timepoint-0.3 3.55142 13.70283 0.259
## Handright:ROIERDSRPF:Timepoint-0.3 3.15496 13.70283 0.230
## Handright:ROIERDSC4:Timepoint-0.2 4.05782 13.70283 0.296
## Handright:ROIERDSFZ:Timepoint-0.2 9.20325 13.70283 0.672
## Handright:ROIERDSLPF:Timepoint-0.2 3.66738 13.70283 0.268
## Handright:ROIERDSRPF:Timepoint-0.2 6.61764 13.70283 0.483
## Handright:ROIERDSC4:Timepoint-0.1 5.29408 13.70283 0.386
## Handright:ROIERDSFZ:Timepoint-0.1 8.39096 13.70283 0.612
## Handright:ROIERDSLPF:Timepoint-0.1 8.36565 13.70283 0.611
## Handright:ROIERDSRPF:Timepoint-0.1 4.78783 13.70283 0.349
## Handright:ROIERDSC4:Timepoint0 -4.29873 13.70283 -0.314
## Handright:ROIERDSFZ:Timepoint0 5.86694 13.70283 0.428
## Handright:ROIERDSLPF:Timepoint0 2.64300 13.70283 0.193
## Handright:ROIERDSRPF:Timepoint0 0.63933 13.70283 0.047
## Handright:ROIERDSC4:Timepoint0.1 -5.04447 13.70283 -0.368
## Handright:ROIERDSFZ:Timepoint0.1 11.18109 13.70283 0.816
## Handright:ROIERDSLPF:Timepoint0.1 4.31676 13.70283 0.315
## Handright:ROIERDSRPF:Timepoint0.1 -0.93935 13.70283 -0.069
## BlockB5:Handright:ROIERDSC4:Timepoint-0.9 -0.78560 19.37873 -0.041
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.9 2.23078 19.37873 0.115
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.9 7.03831 19.37873 0.363
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.9 -6.31041 19.37873 -0.326
## BlockB5:Handright:ROIERDSC4:Timepoint-0.8 -1.94443 19.37873 -0.100
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.8 5.47340 19.37873 0.282
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.8 -0.42542 19.37873 -0.022
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.8 -3.70424 19.37873 -0.191
## BlockB5:Handright:ROIERDSC4:Timepoint-0.7 -6.51911 19.37873 -0.336
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.7 -2.53461 19.37873 -0.131
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.7 -4.53432 19.37873 -0.234
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.7 -11.09027 19.37873 -0.572
## BlockB5:Handright:ROIERDSC4:Timepoint-0.6 -2.12856 19.37873 -0.110
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.6 -0.44859 19.37873 -0.023
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.6 -2.40947 19.37873 -0.124
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.6 -9.38286 19.37873 -0.484
## BlockB5:Handright:ROIERDSC4:Timepoint-0.5 -0.13263 19.37873 -0.007
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.5 -1.67967 19.37873 -0.087
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.5 -6.94408 19.37873 -0.358
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.5 -3.62265 19.37873 -0.187
## BlockB5:Handright:ROIERDSC4:Timepoint-0.4 7.30437 19.37873 0.377
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.4 7.65956 19.37873 0.395
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.4 4.05838 19.37873 0.209
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.4 7.92601 19.37873 0.409
## BlockB5:Handright:ROIERDSC4:Timepoint-0.3 -3.56899 19.37873 -0.184
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.3 14.61809 19.37873 0.754
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.3 7.68503 19.37873 0.397
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.3 -1.19105 19.37873 -0.061
## BlockB5:Handright:ROIERDSC4:Timepoint-0.2 -6.00458 19.37873 -0.310
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.2 17.40046 19.37873 0.898
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.2 8.20068 19.37873 0.423
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.2 -9.13476 19.37873 -0.471
## BlockB5:Handright:ROIERDSC4:Timepoint-0.1 -10.59031 19.37873 -0.546
## BlockB5:Handright:ROIERDSFZ:Timepoint-0.1 12.53137 19.37873 0.647
## BlockB5:Handright:ROIERDSLPF:Timepoint-0.1 1.90804 19.37873 0.098
## BlockB5:Handright:ROIERDSRPF:Timepoint-0.1 -3.94496 19.37873 -0.204
## BlockB5:Handright:ROIERDSC4:Timepoint0 11.63100 19.37873 0.600
## BlockB5:Handright:ROIERDSFZ:Timepoint0 3.41651 19.37873 0.176
## BlockB5:Handright:ROIERDSLPF:Timepoint0 5.83921 19.37873 0.301
## BlockB5:Handright:ROIERDSRPF:Timepoint0 4.67492 19.37873 0.241
## BlockB5:Handright:ROIERDSC4:Timepoint0.1 5.91136 19.37873 0.305
## BlockB5:Handright:ROIERDSFZ:Timepoint0.1 -0.23873 19.37873 -0.012
## BlockB5:Handright:ROIERDSLPF:Timepoint0.1 -1.98180 19.37873 -0.102
## BlockB5:Handright:ROIERDSRPF:Timepoint0.1 3.42422 19.37873 0.177##
## Correlation matrix not shown by default, as p = 240 > 12.
## Use print(x, correlation=TRUE) or
## vcov(x) if you need itplot(m.prep.beta)
AIC (m.prep.alpha, m.prep.theta, m.prep.beta)## df AIC
## m.prep.alpha 242 56946.06
## m.prep.theta 242 58945.10
## m.prep.beta 242 54404.93#Model Mot/Band ERDS Blocks
#Last button press Block 1
m.mot.alpha <- lmer(Alpha ~ Block * Hand * ROI *Timepoint + (1|Subject), data = mot_wide)
Anova(m.mot.alpha)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Alpha
## Chisq Df Pr(>Chisq)
## Block 90.6635 1 < 2.2e-16 ***
## Hand 0.3759 1 0.5398314
## ROI 274.3642 4 < 2.2e-16 ***
## Timepoint 293.2648 30 < 2.2e-16 ***
## Block:Hand 15.4889 1 8.299e-05 ***
## Block:ROI 19.2891 4 0.0006895 ***
## Hand:ROI 7.6012 4 0.1073281
## Block:Timepoint 141.0265 30 2.548e-16 ***
## Hand:Timepoint 26.7362 30 0.6370881
## ROI:Timepoint 51.6226 120 1.0000000
## Block:Hand:ROI 5.5279 4 0.2372903
## Block:Hand:Timepoint 42.7017 30 0.0622373 .
## Block:ROI:Timepoint 46.0773 120 1.0000000
## Hand:ROI:Timepoint 77.2485 120 0.9991384
## Block:Hand:ROI:Timepoint 53.8879 120 1.0000000
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary(m.mot.alpha)## Linear mixed model fit by REML ['lmerMod']
## Formula: Alpha ~ Block * Hand * ROI * Timepoint + (1 | Subject)
## Data: mot_wide
##
## REML criterion at convergence: 160243.6
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.272 -0.441 -0.097 0.285 39.715
##
## Random effects:
## Groups Name Variance Std.Dev.
## Subject (Intercept) 226 15.03
## Residual 2417 49.17
## Number of obs: 15500, groups: Subject, 25
##
## Fixed effects:
## Estimate Std. Error t value
## (Intercept) -2.620e+01 1.028e+01 -2.548
## BlockB5 1.036e+01 1.391e+01 0.745
## Handright 1.345e+01 1.391e+01 0.967
## ROIERDSC4 6.566e-01 1.391e+01 0.047
## ROIERDSFZ 1.302e+01 1.391e+01 0.936
## ROIERDSLPF 2.245e+00 1.391e+01 0.161
## ROIERDSRPF 1.212e-03 1.391e+01 0.000
## Timepoint0.1 8.647e-01 1.391e+01 0.062
## Timepoint0.2 1.921e+00 1.391e+01 0.138
## Timepoint0.3 4.681e+00 1.391e+01 0.337
## Timepoint0.4 1.932e+01 1.391e+01 1.389
## Timepoint0.5 1.040e+01 1.391e+01 0.748
## Timepoint0.6 1.244e+01 1.391e+01 0.894
## Timepoint0.7 1.255e+01 1.391e+01 0.902
## Timepoint0.8 1.594e+01 1.391e+01 1.146
## Timepoint0.9 1.184e+01 1.391e+01 0.851
## Timepoint1 1.453e+01 1.391e+01 1.045
## Timepoint1.1 2.934e+01 1.391e+01 2.110
## Timepoint1.2 1.491e+01 1.391e+01 1.072
## Timepoint1.3 1.094e+01 1.391e+01 0.787
## Timepoint1.4 1.792e+01 1.391e+01 1.289
## Timepoint1.5 1.239e+01 1.391e+01 0.891
## Timepoint1.6 3.298e+00 1.391e+01 0.237
## Timepoint1.7 5.999e+00 1.391e+01 0.431
## Timepoint1.8 4.810e+00 1.391e+01 0.346
## Timepoint1.9 1.281e+01 1.391e+01 0.921
## Timepoint2 6.266e+00 1.391e+01 0.451
## Timepoint2.1 6.111e+00 1.391e+01 0.439
## Timepoint2.2 8.213e-01 1.391e+01 0.059
## Timepoint2.3 -4.009e-01 1.391e+01 -0.029
## Timepoint2.4 4.165e+00 1.391e+01 0.299
## Timepoint2.5 3.084e+00 1.391e+01 0.222
## Timepoint2.6 8.536e+00 1.391e+01 0.614
## Timepoint2.7 1.142e+01 1.391e+01 0.822
## Timepoint2.8 9.684e+00 1.391e+01 0.696
## Timepoint2.9 1.704e+01 1.391e+01 1.226
## Timepoint3 1.647e+01 1.391e+01 1.184
## BlockB5:Handright -2.009e+01 1.967e+01 -1.022
## BlockB5:ROIERDSC4 1.235e+00 1.967e+01 0.063
## BlockB5:ROIERDSFZ 3.170e+00 1.967e+01 0.161
## BlockB5:ROIERDSLPF -5.530e-01 1.967e+01 -0.028
## BlockB5:ROIERDSRPF 4.215e-01 1.967e+01 0.021
## Handright:ROIERDSC4 -1.155e+01 1.967e+01 -0.587
## Handright:ROIERDSFZ 3.842e+00 1.967e+01 0.195
## Handright:ROIERDSLPF 1.389e+00 1.967e+01 0.071
## Handright:ROIERDSRPF -4.940e+00 1.967e+01 -0.251
## BlockB5:Timepoint0.1 -8.526e+00 1.967e+01 -0.434
## BlockB5:Timepoint0.2 -1.278e+00 1.967e+01 -0.065
## BlockB5:Timepoint0.3 2.586e-01 1.967e+01 0.013
## BlockB5:Timepoint0.4 -2.568e+01 1.967e+01 -1.306
## BlockB5:Timepoint0.5 -1.250e+01 1.967e+01 -0.636
## BlockB5:Timepoint0.6 -1.579e+01 1.967e+01 -0.803
## BlockB5:Timepoint0.7 -2.060e+01 1.967e+01 -1.047
## BlockB5:Timepoint0.8 -2.704e+01 1.967e+01 -1.375
## BlockB5:Timepoint0.9 -2.798e+01 1.967e+01 -1.423
## BlockB5:Timepoint1 -9.770e+00 1.967e+01 -0.497
## BlockB5:Timepoint1.1 -1.462e+01 1.967e+01 -0.743
## BlockB5:Timepoint1.2 5.568e+01 1.967e+01 2.831
## BlockB5:Timepoint1.3 1.437e+01 1.967e+01 0.731
## BlockB5:Timepoint1.4 -1.329e+01 1.967e+01 -0.676
## BlockB5:Timepoint1.5 -9.663e+00 1.967e+01 -0.491
## BlockB5:Timepoint1.6 1.112e+00 1.967e+01 0.057
## BlockB5:Timepoint1.7 -1.333e+01 1.967e+01 -0.678
## BlockB5:Timepoint1.8 -1.496e+01 1.967e+01 -0.761
## BlockB5:Timepoint1.9 -2.135e+01 1.967e+01 -1.086
## BlockB5:Timepoint2 -1.012e+01 1.967e+01 -0.515
## BlockB5:Timepoint2.1 4.986e-01 1.967e+01 0.025
## BlockB5:Timepoint2.2 -7.797e+00 1.967e+01 -0.396
## BlockB5:Timepoint2.3 8.693e+00 1.967e+01 0.442
## BlockB5:Timepoint2.4 1.205e+01 1.967e+01 0.613
## BlockB5:Timepoint2.5 1.352e+00 1.967e+01 0.069
## BlockB5:Timepoint2.6 -8.179e+00 1.967e+01 -0.416
## BlockB5:Timepoint2.7 -1.717e+01 1.967e+01 -0.873
## BlockB5:Timepoint2.8 -1.095e+01 1.967e+01 -0.557
## BlockB5:Timepoint2.9 4.474e+01 1.967e+01 2.275
## BlockB5:Timepoint3 1.997e+01 1.967e+01 1.016
## Handright:Timepoint0.1 2.122e+00 1.967e+01 0.108
## Handright:Timepoint0.2 -1.059e+01 1.967e+01 -0.538
## Handright:Timepoint0.3 -1.044e+01 1.967e+01 -0.531
## Handright:Timepoint0.4 -2.488e+01 1.967e+01 -1.265
## Handright:Timepoint0.5 8.781e+00 1.967e+01 0.446
## Handright:Timepoint0.6 -3.931e+00 1.967e+01 -0.200
## Handright:Timepoint0.7 -5.957e+00 1.967e+01 -0.303
## Handright:Timepoint0.8 -1.359e+01 1.967e+01 -0.691
## Handright:Timepoint0.9 -1.147e+01 1.967e+01 -0.583
## Handright:Timepoint1 -9.443e+00 1.967e+01 -0.480
## Handright:Timepoint1.1 -1.788e+01 1.967e+01 -0.909
## Handright:Timepoint1.2 -2.101e+00 1.967e+01 -0.107
## Handright:Timepoint1.3 -1.118e+01 1.967e+01 -0.568
## Handright:Timepoint1.4 -1.442e+01 1.967e+01 -0.733
## Handright:Timepoint1.5 -1.710e+01 1.967e+01 -0.870
## Handright:Timepoint1.6 -6.309e+00 1.967e+01 -0.321
## Handright:Timepoint1.7 -9.895e+00 1.967e+01 -0.503
## Handright:Timepoint1.8 -1.705e+01 1.967e+01 -0.867
## Handright:Timepoint1.9 -1.747e+01 1.967e+01 -0.889
## Handright:Timepoint2 -9.149e+00 1.967e+01 -0.465
## Handright:Timepoint2.1 -1.098e+01 1.967e+01 -0.558
## Handright:Timepoint2.2 -4.645e+00 1.967e+01 -0.236
## Handright:Timepoint2.3 3.948e+00 1.967e+01 0.201
## Handright:Timepoint2.4 -9.067e+00 1.967e+01 -0.461
## Handright:Timepoint2.5 -6.567e+00 1.967e+01 -0.334
## Handright:Timepoint2.6 -1.622e+01 1.967e+01 -0.824
## Handright:Timepoint2.7 -1.359e+01 1.967e+01 -0.691
## Handright:Timepoint2.8 -4.279e+00 1.967e+01 -0.218
## Handright:Timepoint2.9 -1.441e+01 1.967e+01 -0.733
## Handright:Timepoint3 -1.973e+01 1.967e+01 -1.003
## ROIERDSC4:Timepoint0.1 -8.066e+00 1.967e+01 -0.410
## ROIERDSFZ:Timepoint0.1 -5.836e-01 1.967e+01 -0.030
## ROIERDSLPF:Timepoint0.1 4.184e-01 1.967e+01 0.021
## ROIERDSRPF:Timepoint0.1 1.955e+00 1.967e+01 0.099
## ROIERDSC4:Timepoint0.2 1.105e+00 1.967e+01 0.056
## ROIERDSFZ:Timepoint0.2 -1.736e-01 1.967e+01 -0.009
## ROIERDSLPF:Timepoint0.2 3.008e+00 1.967e+01 0.153
## ROIERDSRPF:Timepoint0.2 1.542e+00 1.967e+01 0.078
## ROIERDSC4:Timepoint0.3 -3.460e+00 1.967e+01 -0.176
## ROIERDSFZ:Timepoint0.3 4.476e+00 1.967e+01 0.228
## ROIERDSLPF:Timepoint0.3 1.580e+00 1.967e+01 0.080
## ROIERDSRPF:Timepoint0.3 -3.551e+00 1.967e+01 -0.181
## ROIERDSC4:Timepoint0.4 -5.881e+00 1.967e+01 -0.299
## ROIERDSFZ:Timepoint0.4 3.898e+00 1.967e+01 0.198
## ROIERDSLPF:Timepoint0.4 -5.610e+00 1.967e+01 -0.285
## ROIERDSRPF:Timepoint0.4 -6.928e+00 1.967e+01 -0.352
## ROIERDSC4:Timepoint0.5 -7.333e+00 1.967e+01 -0.373
## ROIERDSFZ:Timepoint0.5 -3.507e+00 1.967e+01 -0.178
## ROIERDSLPF:Timepoint0.5 -4.828e+00 1.967e+01 -0.246
## ROIERDSRPF:Timepoint0.5 -5.473e+00 1.967e+01 -0.278
## ROIERDSC4:Timepoint0.6 -6.080e+00 1.967e+01 -0.309
## ROIERDSFZ:Timepoint0.6 5.829e+00 1.967e+01 0.296
## ROIERDSLPF:Timepoint0.6 -3.583e+00 1.967e+01 -0.182
## ROIERDSRPF:Timepoint0.6 -4.047e+00 1.967e+01 -0.206
## ROIERDSC4:Timepoint0.7 -6.196e+00 1.967e+01 -0.315
## ROIERDSFZ:Timepoint0.7 8.250e+00 1.967e+01 0.419
## ROIERDSLPF:Timepoint0.7 -3.915e+00 1.967e+01 -0.199
## ROIERDSRPF:Timepoint0.7 -4.785e+00 1.967e+01 -0.243
## ROIERDSC4:Timepoint0.8 -1.119e+01 1.967e+01 -0.569
## ROIERDSFZ:Timepoint0.8 -4.148e+00 1.967e+01 -0.211
## ROIERDSLPF:Timepoint0.8 -4.609e+00 1.967e+01 -0.234
## ROIERDSRPF:Timepoint0.8 -3.666e+00 1.967e+01 -0.186
## ROIERDSC4:Timepoint0.9 -1.087e+00 1.967e+01 -0.055
## ROIERDSFZ:Timepoint0.9 3.932e+00 1.967e+01 0.200
## ROIERDSLPF:Timepoint0.9 -2.326e+00 1.967e+01 -0.118
## ROIERDSRPF:Timepoint0.9 -2.346e+00 1.967e+01 -0.119
## ROIERDSC4:Timepoint1 1.040e+00 1.967e+01 0.053
## ROIERDSFZ:Timepoint1 5.881e+00 1.967e+01 0.299
## ROIERDSLPF:Timepoint1 8.677e-01 1.967e+01 0.044
## ROIERDSRPF:Timepoint1 -4.924e-01 1.967e+01 -0.025
## ROIERDSC4:Timepoint1.1 1.297e+00 1.967e+01 0.066
## ROIERDSFZ:Timepoint1.1 1.363e+01 1.967e+01 0.693
## ROIERDSLPF:Timepoint1.1 1.014e+01 1.967e+01 0.516
## ROIERDSRPF:Timepoint1.1 -1.511e+00 1.967e+01 -0.077
## ROIERDSC4:Timepoint1.2 7.053e+00 1.967e+01 0.359
## ROIERDSFZ:Timepoint1.2 1.384e+01 1.967e+01 0.704
## ROIERDSLPF:Timepoint1.2 8.122e+00 1.967e+01 0.413
## ROIERDSRPF:Timepoint1.2 -2.329e-01 1.967e+01 -0.012
## ROIERDSC4:Timepoint1.3 1.220e+01 1.967e+01 0.620
## ROIERDSFZ:Timepoint1.3 7.213e+00 1.967e+01 0.367
## ROIERDSLPF:Timepoint1.3 4.180e+00 1.967e+01 0.213
## ROIERDSRPF:Timepoint1.3 8.547e-01 1.967e+01 0.043
## ROIERDSC4:Timepoint1.4 -4.698e+00 1.967e+01 -0.239
## ROIERDSFZ:Timepoint1.4 -1.199e+01 1.967e+01 -0.610
## ROIERDSLPF:Timepoint1.4 -3.276e+00 1.967e+01 -0.167
## ROIERDSRPF:Timepoint1.4 -4.989e+00 1.967e+01 -0.254
## ROIERDSC4:Timepoint1.5 -8.401e+00 1.967e+01 -0.427
## ROIERDSFZ:Timepoint1.5 -8.060e+00 1.967e+01 -0.410
## ROIERDSLPF:Timepoint1.5 2.243e+00 1.967e+01 0.114
## ROIERDSRPF:Timepoint1.5 -2.054e+00 1.967e+01 -0.104
## ROIERDSC4:Timepoint1.6 3.817e+00 1.967e+01 0.194
## ROIERDSFZ:Timepoint1.6 -3.302e+00 1.967e+01 -0.168
## ROIERDSLPF:Timepoint1.6 2.436e+00 1.967e+01 0.124
## ROIERDSRPF:Timepoint1.6 3.690e+00 1.967e+01 0.188
## ROIERDSC4:Timepoint1.7 2.299e+00 1.967e+01 0.117
## ROIERDSFZ:Timepoint1.7 -1.088e-01 1.967e+01 -0.006
## ROIERDSLPF:Timepoint1.7 2.803e+00 1.967e+01 0.143
## ROIERDSRPF:Timepoint1.7 -3.650e-01 1.967e+01 -0.019
## ROIERDSC4:Timepoint1.8 7.637e+00 1.967e+01 0.388
## ROIERDSFZ:Timepoint1.8 2.041e-01 1.967e+01 0.010
## ROIERDSLPF:Timepoint1.8 6.189e+00 1.967e+01 0.315
## ROIERDSRPF:Timepoint1.8 2.660e+00 1.967e+01 0.135
## ROIERDSC4:Timepoint1.9 -1.394e+01 1.967e+01 -0.709
## ROIERDSFZ:Timepoint1.9 -3.709e+00 1.967e+01 -0.189
## ROIERDSLPF:Timepoint1.9 9.565e+00 1.967e+01 0.486
## ROIERDSRPF:Timepoint1.9 -5.820e+00 1.967e+01 -0.296
## ROIERDSC4:Timepoint2 -4.557e+00 1.967e+01 -0.232
## ROIERDSFZ:Timepoint2 -1.216e+00 1.967e+01 -0.062
## ROIERDSLPF:Timepoint2 1.416e+01 1.967e+01 0.720
## ROIERDSRPF:Timepoint2 -3.715e+00 1.967e+01 -0.189
## ROIERDSC4:Timepoint2.1 -1.107e+01 1.967e+01 -0.563
## ROIERDSFZ:Timepoint2.1 2.209e+00 1.967e+01 0.112
## ROIERDSLPF:Timepoint2.1 2.252e+00 1.967e+01 0.114
## ROIERDSRPF:Timepoint2.1 -2.778e+00 1.967e+01 -0.141
## ROIERDSC4:Timepoint2.2 -5.318e+00 1.967e+01 -0.270
## ROIERDSFZ:Timepoint2.2 -9.478e-01 1.967e+01 -0.048
## ROIERDSLPF:Timepoint2.2 2.275e+00 1.967e+01 0.116
## ROIERDSRPF:Timepoint2.2 -2.269e+00 1.967e+01 -0.115
## ROIERDSC4:Timepoint2.3 -1.039e+00 1.967e+01 -0.053
## ROIERDSFZ:Timepoint2.3 6.639e-01 1.967e+01 0.034
## ROIERDSLPF:Timepoint2.3 4.775e+00 1.967e+01 0.243
## ROIERDSRPF:Timepoint2.3 -4.112e+00 1.967e+01 -0.209
## ROIERDSC4:Timepoint2.4 2.510e+00 1.967e+01 0.128
## ROIERDSFZ:Timepoint2.4 -7.057e-01 1.967e+01 -0.036
## ROIERDSLPF:Timepoint2.4 -1.706e+00 1.967e+01 -0.087
## ROIERDSRPF:Timepoint2.4 -3.545e+00 1.967e+01 -0.180
## ROIERDSC4:Timepoint2.5 2.878e+00 1.967e+01 0.146
## ROIERDSFZ:Timepoint2.5 5.854e-01 1.967e+01 0.030
## ROIERDSLPF:Timepoint2.5 -5.894e-01 1.967e+01 -0.030
## ROIERDSRPF:Timepoint2.5 -3.396e+00 1.967e+01 -0.173
## ROIERDSC4:Timepoint2.6 -2.600e+00 1.967e+01 -0.132
## ROIERDSFZ:Timepoint2.6 -4.064e-01 1.967e+01 -0.021
## ROIERDSLPF:Timepoint2.6 -9.968e-01 1.967e+01 -0.051
## ROIERDSRPF:Timepoint2.6 -5.119e+00 1.967e+01 -0.260
## ROIERDSC4:Timepoint2.7 -4.626e+00 1.967e+01 -0.235
## ROIERDSFZ:Timepoint2.7 8.586e+00 1.967e+01 0.437
## ROIERDSLPF:Timepoint2.7 3.975e+00 1.967e+01 0.202
## ROIERDSRPF:Timepoint2.7 -6.699e+00 1.967e+01 -0.341
## ROIERDSC4:Timepoint2.8 -3.731e+00 1.967e+01 -0.190
## ROIERDSFZ:Timepoint2.8 3.932e+00 1.967e+01 0.200
## ROIERDSLPF:Timepoint2.8 2.947e+00 1.967e+01 0.150
## ROIERDSRPF:Timepoint2.8 -1.773e+00 1.967e+01 -0.090
## ROIERDSC4:Timepoint2.9 -6.670e+00 1.967e+01 -0.339
## ROIERDSFZ:Timepoint2.9 -9.045e+00 1.967e+01 -0.460
## ROIERDSLPF:Timepoint2.9 -4.503e+00 1.967e+01 -0.229
## ROIERDSRPF:Timepoint2.9 -6.653e+00 1.967e+01 -0.338
## ROIERDSC4:Timepoint3 -1.967e+00 1.967e+01 -0.100
## ROIERDSFZ:Timepoint3 -9.026e+00 1.967e+01 -0.459
## ROIERDSLPF:Timepoint3 -7.022e+00 1.967e+01 -0.357
## ROIERDSRPF:Timepoint3 1.630e+00 1.967e+01 0.083
## BlockB5:Handright:ROIERDSC4 1.433e+01 2.781e+01 0.515
## BlockB5:Handright:ROIERDSFZ 1.176e+01 2.781e+01 0.423
## BlockB5:Handright:ROIERDSLPF 1.319e+01 2.781e+01 0.474
## BlockB5:Handright:ROIERDSRPF 1.029e+01 2.781e+01 0.370
## BlockB5:Handright:Timepoint0.1 9.808e+00 2.781e+01 0.353
## BlockB5:Handright:Timepoint0.2 2.085e+01 2.781e+01 0.750
## BlockB5:Handright:Timepoint0.3 1.671e+01 2.781e+01 0.601
## BlockB5:Handright:Timepoint0.4 3.282e+01 2.781e+01 1.180
## BlockB5:Handright:Timepoint0.5 -1.127e+01 2.781e+01 -0.405
## BlockB5:Handright:Timepoint0.6 7.663e+00 2.781e+01 0.276
## BlockB5:Handright:Timepoint0.7 2.022e+01 2.781e+01 0.727
## BlockB5:Handright:Timepoint0.8 2.430e+01 2.781e+01 0.874
## BlockB5:Handright:Timepoint0.9 3.045e+01 2.781e+01 1.095
## BlockB5:Handright:Timepoint1 7.153e+00 2.781e+01 0.257
## BlockB5:Handright:Timepoint1.1 1.455e+01 2.781e+01 0.523
## BlockB5:Handright:Timepoint1.2 -5.840e+01 2.781e+01 -2.100
## BlockB5:Handright:Timepoint1.3 -5.611e-01 2.781e+01 -0.020
## BlockB5:Handright:Timepoint1.4 1.562e+01 2.781e+01 0.562
## BlockB5:Handright:Timepoint1.5 2.634e+01 2.781e+01 0.947
## BlockB5:Handright:Timepoint1.6 5.659e+00 2.781e+01 0.203
## BlockB5:Handright:Timepoint1.7 2.208e+01 2.781e+01 0.794
## BlockB5:Handright:Timepoint1.8 3.109e+01 2.781e+01 1.118
## BlockB5:Handright:Timepoint1.9 2.471e+01 2.781e+01 0.888
## BlockB5:Handright:Timepoint2 1.409e+01 2.781e+01 0.507
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## BlockB5:Handright:Timepoint2.3 -1.205e+01 2.781e+01 -0.433
## BlockB5:Handright:Timepoint2.4 1.507e+00 2.781e+01 0.054
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## BlockB5:Handright:Timepoint2.7 2.890e+01 2.781e+01 1.039
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## BlockB5:Handright:Timepoint3 8.306e+00 2.781e+01 0.299
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## BlockB5:ROIERDSFZ:Timepoint0.1 6.657e+00 2.781e+01 0.239
## BlockB5:ROIERDSLPF:Timepoint0.1 7.218e+00 2.781e+01 0.260
## BlockB5:ROIERDSRPF:Timepoint0.1 7.068e-01 2.781e+01 0.025
## BlockB5:ROIERDSC4:Timepoint0.2 -1.288e+00 2.781e+01 -0.046
## BlockB5:ROIERDSFZ:Timepoint0.2 4.786e+00 2.781e+01 0.172
## BlockB5:ROIERDSLPF:Timepoint0.2 1.903e+00 2.781e+01 0.068
## BlockB5:ROIERDSRPF:Timepoint0.2 3.217e+00 2.781e+01 0.116
## BlockB5:ROIERDSC4:Timepoint0.3 -8.327e+00 2.781e+01 -0.299
## BlockB5:ROIERDSFZ:Timepoint0.3 -1.386e-01 2.781e+01 -0.005
## BlockB5:ROIERDSLPF:Timepoint0.3 1.293e+00 2.781e+01 0.046
## BlockB5:ROIERDSRPF:Timepoint0.3 -4.276e-01 2.781e+01 -0.015
## BlockB5:ROIERDSC4:Timepoint0.4 2.639e+00 2.781e+01 0.095
## BlockB5:ROIERDSFZ:Timepoint0.4 5.662e+00 2.781e+01 0.204
## BlockB5:ROIERDSLPF:Timepoint0.4 1.351e+01 2.781e+01 0.486
## BlockB5:ROIERDSRPF:Timepoint0.4 1.245e+01 2.781e+01 0.447
## BlockB5:ROIERDSC4:Timepoint0.5 -1.198e+00 2.781e+01 -0.043
## BlockB5:ROIERDSFZ:Timepoint0.5 7.001e+00 2.781e+01 0.252
## BlockB5:ROIERDSLPF:Timepoint0.5 1.183e+01 2.781e+01 0.425
## BlockB5:ROIERDSRPF:Timepoint0.5 1.730e+01 2.781e+01 0.622
## BlockB5:ROIERDSC4:Timepoint0.6 3.680e+00 2.781e+01 0.132
## BlockB5:ROIERDSFZ:Timepoint0.6 -1.794e+00 2.781e+01 -0.065
## BlockB5:ROIERDSLPF:Timepoint0.6 1.690e+01 2.781e+01 0.608
## BlockB5:ROIERDSRPF:Timepoint0.6 1.060e+01 2.781e+01 0.381
## BlockB5:ROIERDSC4:Timepoint0.7 1.070e+01 2.781e+01 0.385
## BlockB5:ROIERDSFZ:Timepoint0.7 1.857e+01 2.781e+01 0.668
## BlockB5:ROIERDSLPF:Timepoint0.7 1.863e+01 2.781e+01 0.670
## BlockB5:ROIERDSRPF:Timepoint0.7 1.175e+01 2.781e+01 0.422
## BlockB5:ROIERDSC4:Timepoint0.8 1.299e+01 2.781e+01 0.467
## BlockB5:ROIERDSFZ:Timepoint0.8 1.710e+01 2.781e+01 0.615
## BlockB5:ROIERDSLPF:Timepoint0.8 1.978e+01 2.781e+01 0.711
## BlockB5:ROIERDSRPF:Timepoint0.8 6.115e+00 2.781e+01 0.220
## BlockB5:ROIERDSC4:Timepoint0.9 2.491e+00 2.781e+01 0.090
## BlockB5:ROIERDSFZ:Timepoint0.9 1.076e+01 2.781e+01 0.387
## BlockB5:ROIERDSLPF:Timepoint0.9 1.415e+01 2.781e+01 0.509
## BlockB5:ROIERDSRPF:Timepoint0.9 8.887e+00 2.781e+01 0.320
## BlockB5:ROIERDSC4:Timepoint1 -4.274e+00 2.781e+01 -0.154
## BlockB5:ROIERDSFZ:Timepoint1 3.751e+00 2.781e+01 0.135
## BlockB5:ROIERDSLPF:Timepoint1 3.153e+00 2.781e+01 0.113
## BlockB5:ROIERDSRPF:Timepoint1 2.646e+00 2.781e+01 0.095
## BlockB5:ROIERDSC4:Timepoint1.1 1.953e+00 2.781e+01 0.070
## BlockB5:ROIERDSFZ:Timepoint1.1 -9.524e+00 2.781e+01 -0.342
## BlockB5:ROIERDSLPF:Timepoint1.1 -1.469e+01 2.781e+01 -0.528
## BlockB5:ROIERDSRPF:Timepoint1.1 1.357e+00 2.781e+01 0.049
## BlockB5:ROIERDSC4:Timepoint1.2 -6.205e+01 2.781e+01 -2.231
## BlockB5:ROIERDSFZ:Timepoint1.2 -7.153e+01 2.781e+01 -2.572
## BlockB5:ROIERDSLPF:Timepoint1.2 -5.782e+01 2.781e+01 -2.079
## BlockB5:ROIERDSRPF:Timepoint1.2 -3.439e+01 2.781e+01 -1.237
## BlockB5:ROIERDSC4:Timepoint1.3 -1.954e+01 2.781e+01 -0.702
## BlockB5:ROIERDSFZ:Timepoint1.3 -1.470e+01 2.781e+01 -0.528
## BlockB5:ROIERDSLPF:Timepoint1.3 -3.380e+00 2.781e+01 -0.122
## BlockB5:ROIERDSRPF:Timepoint1.3 -3.855e-01 2.781e+01 -0.014
## BlockB5:ROIERDSC4:Timepoint1.4 2.193e+01 2.781e+01 0.789
## BlockB5:ROIERDSFZ:Timepoint1.4 2.412e+01 2.781e+01 0.867
## BlockB5:ROIERDSLPF:Timepoint1.4 2.007e+01 2.781e+01 0.722
## BlockB5:ROIERDSRPF:Timepoint1.4 1.951e+01 2.781e+01 0.701
## BlockB5:ROIERDSC4:Timepoint1.5 1.686e+01 2.781e+01 0.606
## BlockB5:ROIERDSFZ:Timepoint1.5 1.384e+01 2.781e+01 0.497
## BlockB5:ROIERDSLPF:Timepoint1.5 1.015e+01 2.781e+01 0.365
## BlockB5:ROIERDSRPF:Timepoint1.5 9.858e+00 2.781e+01 0.354
## BlockB5:ROIERDSC4:Timepoint1.6 -4.365e+00 2.781e+01 -0.157
## BlockB5:ROIERDSFZ:Timepoint1.6 1.207e+01 2.781e+01 0.434
## BlockB5:ROIERDSLPF:Timepoint1.6 1.418e+01 2.781e+01 0.510
## BlockB5:ROIERDSRPF:Timepoint1.6 -1.986e+00 2.781e+01 -0.071
## BlockB5:ROIERDSC4:Timepoint1.7 2.247e+01 2.781e+01 0.808
## BlockB5:ROIERDSFZ:Timepoint1.7 1.449e+01 2.781e+01 0.521
## BlockB5:ROIERDSLPF:Timepoint1.7 1.816e+01 2.781e+01 0.653
## BlockB5:ROIERDSRPF:Timepoint1.7 1.026e+01 2.781e+01 0.369
## BlockB5:ROIERDSC4:Timepoint1.8 1.816e+01 2.781e+01 0.653
## BlockB5:ROIERDSFZ:Timepoint1.8 2.763e+01 2.781e+01 0.993
## BlockB5:ROIERDSLPF:Timepoint1.8 1.667e+01 2.781e+01 0.599
## BlockB5:ROIERDSRPF:Timepoint1.8 1.382e+01 2.781e+01 0.497
## BlockB5:ROIERDSC4:Timepoint1.9 1.981e+01 2.781e+01 0.712
## BlockB5:ROIERDSFZ:Timepoint1.9 1.299e+01 2.781e+01 0.467
## BlockB5:ROIERDSLPF:Timepoint1.9 3.652e+00 2.781e+01 0.131
## BlockB5:ROIERDSRPF:Timepoint1.9 1.838e+01 2.781e+01 0.661
## BlockB5:ROIERDSC4:Timepoint2 -6.320e+00 2.781e+01 -0.227
## BlockB5:ROIERDSFZ:Timepoint2 1.209e+00 2.781e+01 0.043
## BlockB5:ROIERDSLPF:Timepoint2 -8.943e+00 2.781e+01 -0.322
## BlockB5:ROIERDSRPF:Timepoint2 4.448e+00 2.781e+01 0.160
## BlockB5:ROIERDSC4:Timepoint2.1 -4.389e-04 2.781e+01 0.000
## BlockB5:ROIERDSFZ:Timepoint2.1 4.385e+00 2.781e+01 0.158
## BlockB5:ROIERDSLPF:Timepoint2.1 -2.818e+00 2.781e+01 -0.101
## BlockB5:ROIERDSRPF:Timepoint2.1 1.661e+00 2.781e+01 0.060
## BlockB5:ROIERDSC4:Timepoint2.2 8.567e+00 2.781e+01 0.308
## BlockB5:ROIERDSFZ:Timepoint2.2 4.135e+01 2.781e+01 1.487
## BlockB5:ROIERDSLPF:Timepoint2.2 2.712e+01 2.781e+01 0.975
## BlockB5:ROIERDSRPF:Timepoint2.2 1.476e+01 2.781e+01 0.530
## BlockB5:ROIERDSC4:Timepoint2.3 -8.376e+00 2.781e+01 -0.301
## BlockB5:ROIERDSFZ:Timepoint2.3 2.303e+01 2.781e+01 0.828
## BlockB5:ROIERDSLPF:Timepoint2.3 1.484e+01 2.781e+01 0.533
## BlockB5:ROIERDSRPF:Timepoint2.3 7.035e+00 2.781e+01 0.253
## BlockB5:ROIERDSC4:Timepoint2.4 -7.211e+00 2.781e+01 -0.259
## BlockB5:ROIERDSFZ:Timepoint2.4 1.506e+01 2.781e+01 0.541
## BlockB5:ROIERDSLPF:Timepoint2.4 1.069e+01 2.781e+01 0.384
## BlockB5:ROIERDSRPF:Timepoint2.4 3.310e+00 2.781e+01 0.119
## BlockB5:ROIERDSC4:Timepoint2.5 -3.412e+00 2.781e+01 -0.123
## BlockB5:ROIERDSFZ:Timepoint2.5 7.650e+00 2.781e+01 0.275
## BlockB5:ROIERDSLPF:Timepoint2.5 1.135e+01 2.781e+01 0.408
## BlockB5:ROIERDSRPF:Timepoint2.5 5.344e+00 2.781e+01 0.192
## BlockB5:ROIERDSC4:Timepoint2.6 4.480e+00 2.781e+01 0.161
## BlockB5:ROIERDSFZ:Timepoint2.6 1.011e+01 2.781e+01 0.364
## BlockB5:ROIERDSLPF:Timepoint2.6 6.235e+00 2.781e+01 0.224
## BlockB5:ROIERDSRPF:Timepoint2.6 7.518e+00 2.781e+01 0.270
## BlockB5:ROIERDSC4:Timepoint2.7 2.279e+00 2.781e+01 0.082
## BlockB5:ROIERDSFZ:Timepoint2.7 1.643e+01 2.781e+01 0.591
## BlockB5:ROIERDSLPF:Timepoint2.7 9.803e+00 2.781e+01 0.352
## BlockB5:ROIERDSRPF:Timepoint2.7 1.597e+01 2.781e+01 0.574
## BlockB5:ROIERDSC4:Timepoint2.8 -2.197e-01 2.781e+01 -0.008
## BlockB5:ROIERDSFZ:Timepoint2.8 1.607e+01 2.781e+01 0.578
## BlockB5:ROIERDSLPF:Timepoint2.8 8.810e+00 2.781e+01 0.317
## BlockB5:ROIERDSRPF:Timepoint2.8 1.209e+01 2.781e+01 0.435
## BlockB5:ROIERDSC4:Timepoint2.9 -2.233e+01 2.781e+01 -0.803
## BlockB5:ROIERDSFZ:Timepoint2.9 -5.573e+00 2.781e+01 -0.200
## BlockB5:ROIERDSLPF:Timepoint2.9 -1.287e+01 2.781e+01 -0.463
## BlockB5:ROIERDSRPF:Timepoint2.9 -1.447e+01 2.781e+01 -0.520
## BlockB5:ROIERDSC4:Timepoint3 2.383e+00 2.781e+01 0.086
## BlockB5:ROIERDSFZ:Timepoint3 -2.174e+00 2.781e+01 -0.078
## BlockB5:ROIERDSLPF:Timepoint3 -3.295e+00 2.781e+01 -0.118
## BlockB5:ROIERDSRPF:Timepoint3 -2.010e+00 2.781e+01 -0.072
## Handright:ROIERDSC4:Timepoint0.1 1.433e+01 2.781e+01 0.515
## Handright:ROIERDSFZ:Timepoint0.1 -7.721e+00 2.781e+01 -0.278
## Handright:ROIERDSLPF:Timepoint0.1 -4.755e+00 2.781e+01 -0.171
## Handright:ROIERDSRPF:Timepoint0.1 1.019e+00 2.781e+01 0.037
## Handright:ROIERDSC4:Timepoint0.2 1.368e+01 2.781e+01 0.492
## Handright:ROIERDSFZ:Timepoint0.2 -8.004e+00 2.781e+01 -0.288
## Handright:ROIERDSLPF:Timepoint0.2 -6.121e+00 2.781e+01 -0.220
## Handright:ROIERDSRPF:Timepoint0.2 3.391e+00 2.781e+01 0.122
## Handright:ROIERDSC4:Timepoint0.3 1.683e+01 2.781e+01 0.605
## Handright:ROIERDSFZ:Timepoint0.3 -4.956e+00 2.781e+01 -0.178
## Handright:ROIERDSLPF:Timepoint0.3 -5.134e-01 2.781e+01 -0.018
## Handright:ROIERDSRPF:Timepoint0.3 1.325e+01 2.781e+01 0.476
## Handright:ROIERDSC4:Timepoint0.4 1.829e+01 2.781e+01 0.658
## Handright:ROIERDSFZ:Timepoint0.4 -2.168e+00 2.781e+01 -0.078
## Handright:ROIERDSLPF:Timepoint0.4 7.840e+00 2.781e+01 0.282
## Handright:ROIERDSRPF:Timepoint0.4 1.673e+01 2.781e+01 0.602
## Handright:ROIERDSC4:Timepoint0.5 -6.988e+00 2.781e+01 -0.251
## Handright:ROIERDSFZ:Timepoint0.5 -2.054e+01 2.781e+01 -0.738
## Handright:ROIERDSLPF:Timepoint0.5 -1.442e+01 2.781e+01 -0.519
## Handright:ROIERDSRPF:Timepoint0.5 -3.176e+00 2.781e+01 -0.114
## Handright:ROIERDSC4:Timepoint0.6 2.392e+00 2.781e+01 0.086
## Handright:ROIERDSFZ:Timepoint0.6 -2.706e+01 2.781e+01 -0.973
## Handright:ROIERDSLPF:Timepoint0.6 -1.458e+00 2.781e+01 -0.052
## Handright:ROIERDSRPF:Timepoint0.6 8.611e+00 2.781e+01 0.310
## Handright:ROIERDSC4:Timepoint0.7 1.389e+01 2.781e+01 0.499
## Handright:ROIERDSFZ:Timepoint0.7 -2.539e+01 2.781e+01 -0.913
## Handright:ROIERDSLPF:Timepoint0.7 -3.490e+00 2.781e+01 -0.125
## Handright:ROIERDSRPF:Timepoint0.7 9.845e+00 2.781e+01 0.354
## Handright:ROIERDSC4:Timepoint0.8 1.889e+01 2.781e+01 0.679
## Handright:ROIERDSFZ:Timepoint0.8 -1.109e+01 2.781e+01 -0.399
## Handright:ROIERDSLPF:Timepoint0.8 5.736e-01 2.781e+01 0.021
## Handright:ROIERDSRPF:Timepoint0.8 9.853e+00 2.781e+01 0.354
## Handright:ROIERDSC4:Timepoint0.9 1.027e+01 2.781e+01 0.369
## Handright:ROIERDSFZ:Timepoint0.9 -1.065e+01 2.781e+01 -0.383
## Handright:ROIERDSLPF:Timepoint0.9 3.250e-01 2.781e+01 0.012
## Handright:ROIERDSRPF:Timepoint0.9 1.011e+01 2.781e+01 0.364
## Handright:ROIERDSC4:Timepoint1 9.756e+00 2.781e+01 0.351
## Handright:ROIERDSFZ:Timepoint1 -1.169e+01 2.781e+01 -0.420
## Handright:ROIERDSLPF:Timepoint1 -2.302e-01 2.781e+01 -0.008
## Handright:ROIERDSRPF:Timepoint1 4.268e+00 2.781e+01 0.153
## Handright:ROIERDSC4:Timepoint1.1 3.134e+00 2.781e+01 0.113
## Handright:ROIERDSFZ:Timepoint1.1 -1.173e+01 2.781e+01 -0.422
## Handright:ROIERDSLPF:Timepoint1.1 2.808e+00 2.781e+01 0.101
## Handright:ROIERDSRPF:Timepoint1.1 4.113e+00 2.781e+01 0.148
## Handright:ROIERDSC4:Timepoint1.2 2.659e+00 2.781e+01 0.096
## Handright:ROIERDSFZ:Timepoint1.2 -1.154e+01 2.781e+01 -0.415
## Handright:ROIERDSLPF:Timepoint1.2 -4.993e-01 2.781e+01 -0.018
## Handright:ROIERDSRPF:Timepoint1.2 1.038e+01 2.781e+01 0.373
## Handright:ROIERDSC4:Timepoint1.3 4.181e+00 2.781e+01 0.150
## Handright:ROIERDSFZ:Timepoint1.3 -4.802e+00 2.781e+01 -0.173
## Handright:ROIERDSLPF:Timepoint1.3 2.803e+00 2.781e+01 0.101
## Handright:ROIERDSRPF:Timepoint1.3 1.372e+01 2.781e+01 0.493
## Handright:ROIERDSC4:Timepoint1.4 9.845e+00 2.781e+01 0.354
## Handright:ROIERDSFZ:Timepoint1.4 1.032e+01 2.781e+01 0.371
## Handright:ROIERDSLPF:Timepoint1.4 8.115e+00 2.781e+01 0.292
## Handright:ROIERDSRPF:Timepoint1.4 6.912e+00 2.781e+01 0.249
## Handright:ROIERDSC4:Timepoint1.5 2.519e+01 2.781e+01 0.906
## Handright:ROIERDSFZ:Timepoint1.5 1.213e+01 2.781e+01 0.436
## Handright:ROIERDSLPF:Timepoint1.5 -7.784e-01 2.781e+01 -0.028
## Handright:ROIERDSRPF:Timepoint1.5 8.688e+00 2.781e+01 0.312
## Handright:ROIERDSC4:Timepoint1.6 6.855e+00 2.781e+01 0.246
## Handright:ROIERDSFZ:Timepoint1.6 8.608e+00 2.781e+01 0.309
## Handright:ROIERDSLPF:Timepoint1.6 -1.533e+00 2.781e+01 -0.055
## Handright:ROIERDSRPF:Timepoint1.6 3.335e+00 2.781e+01 0.120
## Handright:ROIERDSC4:Timepoint1.7 1.155e+01 2.781e+01 0.415
## Handright:ROIERDSFZ:Timepoint1.7 -7.752e-01 2.781e+01 -0.028
## Handright:ROIERDSLPF:Timepoint1.7 -4.058e+00 2.781e+01 -0.146
## Handright:ROIERDSRPF:Timepoint1.7 1.368e+01 2.781e+01 0.492
## Handright:ROIERDSC4:Timepoint1.8 9.737e+00 2.781e+01 0.350
## Handright:ROIERDSFZ:Timepoint1.8 1.781e+00 2.781e+01 0.064
## Handright:ROIERDSLPF:Timepoint1.8 -4.355e+00 2.781e+01 -0.157
## Handright:ROIERDSRPF:Timepoint1.8 1.112e+01 2.781e+01 0.400
## Handright:ROIERDSC4:Timepoint1.9 1.775e+01 2.781e+01 0.638
## Handright:ROIERDSFZ:Timepoint1.9 -2.701e+00 2.781e+01 -0.097
## Handright:ROIERDSLPF:Timepoint1.9 -1.278e+01 2.781e+01 -0.460
## Handright:ROIERDSRPF:Timepoint1.9 7.259e+00 2.781e+01 0.261
## Handright:ROIERDSC4:Timepoint2 1.267e+01 2.781e+01 0.456
## Handright:ROIERDSFZ:Timepoint2 -2.066e+00 2.781e+01 -0.074
## Handright:ROIERDSLPF:Timepoint2 -1.928e+01 2.781e+01 -0.693
## Handright:ROIERDSRPF:Timepoint2 5.891e+00 2.781e+01 0.212
## Handright:ROIERDSC4:Timepoint2.1 3.022e+01 2.781e+01 1.086
## Handright:ROIERDSFZ:Timepoint2.1 -4.256e+00 2.781e+01 -0.153
## Handright:ROIERDSLPF:Timepoint2.1 -6.010e+00 2.781e+01 -0.216
## Handright:ROIERDSRPF:Timepoint2.1 1.076e+01 2.781e+01 0.387
## Handright:ROIERDSC4:Timepoint2.2 1.885e+01 2.781e+01 0.678
## Handright:ROIERDSFZ:Timepoint2.2 -4.200e+00 2.781e+01 -0.151
## Handright:ROIERDSLPF:Timepoint2.2 -6.444e+00 2.781e+01 -0.232
## Handright:ROIERDSRPF:Timepoint2.2 1.104e+01 2.781e+01 0.397
## Handright:ROIERDSC4:Timepoint2.3 9.109e+00 2.781e+01 0.327
## Handright:ROIERDSFZ:Timepoint2.3 -1.274e+00 2.781e+01 -0.046
## Handright:ROIERDSLPF:Timepoint2.3 -4.259e+00 2.781e+01 -0.153
## Handright:ROIERDSRPF:Timepoint2.3 9.166e+00 2.781e+01 0.330
## Handright:ROIERDSC4:Timepoint2.4 2.465e+00 2.781e+01 0.089
## Handright:ROIERDSFZ:Timepoint2.4 -7.733e+00 2.781e+01 -0.278
## Handright:ROIERDSLPF:Timepoint2.4 -5.766e+00 2.781e+01 -0.207
## Handright:ROIERDSRPF:Timepoint2.4 6.476e+00 2.781e+01 0.233
## Handright:ROIERDSC4:Timepoint2.5 1.457e+00 2.781e+01 0.052
## Handright:ROIERDSFZ:Timepoint2.5 -1.175e+01 2.781e+01 -0.422
## Handright:ROIERDSLPF:Timepoint2.5 -9.215e+00 2.781e+01 -0.331
## Handright:ROIERDSRPF:Timepoint2.5 7.059e+00 2.781e+01 0.254
## Handright:ROIERDSC4:Timepoint2.6 1.170e+01 2.781e+01 0.421
## Handright:ROIERDSFZ:Timepoint2.6 -5.721e+00 2.781e+01 -0.206
## Handright:ROIERDSLPF:Timepoint2.6 1.556e+00 2.781e+01 0.056
## Handright:ROIERDSRPF:Timepoint2.6 1.490e+01 2.781e+01 0.536
## Handright:ROIERDSC4:Timepoint2.7 6.894e+00 2.781e+01 0.248
## Handright:ROIERDSFZ:Timepoint2.7 -1.788e+01 2.781e+01 -0.643
## Handright:ROIERDSLPF:Timepoint2.7 -4.203e+00 2.781e+01 -0.151
## Handright:ROIERDSRPF:Timepoint2.7 9.977e+00 2.781e+01 0.359
## Handright:ROIERDSC4:Timepoint2.8 -1.547e+00 2.781e+01 -0.056
## Handright:ROIERDSFZ:Timepoint2.8 -1.690e+01 2.781e+01 -0.608
## Handright:ROIERDSLPF:Timepoint2.8 -8.788e+00 2.781e+01 -0.316
## Handright:ROIERDSRPF:Timepoint2.8 3.494e+00 2.781e+01 0.126
## Handright:ROIERDSC4:Timepoint2.9 2.146e+01 2.781e+01 0.771
## Handright:ROIERDSFZ:Timepoint2.9 4.191e-01 2.781e+01 0.015
## Handright:ROIERDSLPF:Timepoint2.9 7.299e+00 2.781e+01 0.262
## Handright:ROIERDSRPF:Timepoint2.9 1.579e+01 2.781e+01 0.568
## Handright:ROIERDSC4:Timepoint3 2.350e+01 2.781e+01 0.845
## Handright:ROIERDSFZ:Timepoint3 -5.049e+00 2.781e+01 -0.182
## Handright:ROIERDSLPF:Timepoint3 7.398e+00 2.781e+01 0.266
## Handright:ROIERDSRPF:Timepoint3 7.174e+00 2.781e+01 0.258
## BlockB5:Handright:ROIERDSC4:Timepoint0.1 -1.898e+01 3.933e+01 -0.483
## BlockB5:Handright:ROIERDSFZ:Timepoint0.1 -2.994e+00 3.933e+01 -0.076
## BlockB5:Handright:ROIERDSLPF:Timepoint0.1 -7.543e+00 3.933e+01 -0.192
## BlockB5:Handright:ROIERDSRPF:Timepoint0.1 -5.114e+00 3.933e+01 -0.130
## BlockB5:Handright:ROIERDSC4:Timepoint0.2 -2.338e+01 3.933e+01 -0.594
## BlockB5:Handright:ROIERDSFZ:Timepoint0.2 -2.250e+01 3.933e+01 -0.572
## BlockB5:Handright:ROIERDSLPF:Timepoint0.2 -1.549e+01 3.933e+01 -0.394
## BlockB5:Handright:ROIERDSRPF:Timepoint0.2 -1.908e+01 3.933e+01 -0.485
## BlockB5:Handright:ROIERDSC4:Timepoint0.3 -1.965e+01 3.933e+01 -0.500
## BlockB5:Handright:ROIERDSFZ:Timepoint0.3 -2.381e+01 3.933e+01 -0.605
## BlockB5:Handright:ROIERDSLPF:Timepoint0.3 -2.179e+01 3.933e+01 -0.554
## BlockB5:Handright:ROIERDSRPF:Timepoint0.3 -2.035e+01 3.933e+01 -0.517
## BlockB5:Handright:ROIERDSC4:Timepoint0.4 -1.147e+01 3.933e+01 -0.292
## BlockB5:Handright:ROIERDSFZ:Timepoint0.4 -1.616e+01 3.933e+01 -0.411
## BlockB5:Handright:ROIERDSLPF:Timepoint0.4 -2.381e+01 3.933e+01 -0.605
## BlockB5:Handright:ROIERDSRPF:Timepoint0.4 -2.478e+01 3.933e+01 -0.630
## BlockB5:Handright:ROIERDSC4:Timepoint0.5 1.346e+01 3.933e+01 0.342
## BlockB5:Handright:ROIERDSFZ:Timepoint0.5 1.357e+01 3.933e+01 0.345
## BlockB5:Handright:ROIERDSLPF:Timepoint0.5 -7.534e-01 3.933e+01 -0.019
## BlockB5:Handright:ROIERDSRPF:Timepoint0.5 -7.166e+00 3.933e+01 -0.182
## BlockB5:Handright:ROIERDSC4:Timepoint0.6 -9.571e+00 3.933e+01 -0.243
## BlockB5:Handright:ROIERDSFZ:Timepoint0.6 1.317e+01 3.933e+01 0.335
## BlockB5:Handright:ROIERDSLPF:Timepoint0.6 -2.221e+01 3.933e+01 -0.565
## BlockB5:Handright:ROIERDSRPF:Timepoint0.6 -1.650e+01 3.933e+01 -0.420
## BlockB5:Handright:ROIERDSC4:Timepoint0.7 -2.708e+01 3.933e+01 -0.688
## BlockB5:Handright:ROIERDSFZ:Timepoint0.7 -1.246e+01 3.933e+01 -0.317
## BlockB5:Handright:ROIERDSLPF:Timepoint0.7 -2.627e+01 3.933e+01 -0.668
## BlockB5:Handright:ROIERDSRPF:Timepoint0.7 -2.102e+01 3.933e+01 -0.534
## BlockB5:Handright:ROIERDSC4:Timepoint0.8 -2.199e+01 3.933e+01 -0.559
## BlockB5:Handright:ROIERDSFZ:Timepoint0.8 -1.149e+01 3.933e+01 -0.292
## BlockB5:Handright:ROIERDSLPF:Timepoint0.8 -2.516e+01 3.933e+01 -0.640
## BlockB5:Handright:ROIERDSRPF:Timepoint0.8 -1.431e+01 3.933e+01 -0.364
## BlockB5:Handright:ROIERDSC4:Timepoint0.9 -1.685e+01 3.933e+01 -0.428
## BlockB5:Handright:ROIERDSFZ:Timepoint0.9 -1.888e+01 3.933e+01 -0.480
## BlockB5:Handright:ROIERDSLPF:Timepoint0.9 -2.494e+01 3.933e+01 -0.634
## BlockB5:Handright:ROIERDSRPF:Timepoint0.9 -2.270e+01 3.933e+01 -0.577
## BlockB5:Handright:ROIERDSC4:Timepoint1 -1.432e+01 3.933e+01 -0.364
## BlockB5:Handright:ROIERDSFZ:Timepoint1 -1.209e+01 3.933e+01 -0.307
## BlockB5:Handright:ROIERDSLPF:Timepoint1 -1.167e+01 3.933e+01 -0.297
## BlockB5:Handright:ROIERDSRPF:Timepoint1 -1.358e+01 3.933e+01 -0.345
## BlockB5:Handright:ROIERDSC4:Timepoint1.1 8.152e+00 3.933e+01 0.207
## BlockB5:Handright:ROIERDSFZ:Timepoint1.1 -5.911e-01 3.933e+01 -0.015
## BlockB5:Handright:ROIERDSLPF:Timepoint1.1 3.971e+00 3.933e+01 0.101
## BlockB5:Handright:ROIERDSRPF:Timepoint1.1 7.909e-01 3.933e+01 0.020
## BlockB5:Handright:ROIERDSC4:Timepoint1.2 6.192e+01 3.933e+01 1.574
## BlockB5:Handright:ROIERDSFZ:Timepoint1.2 8.461e+01 3.933e+01 2.151
## BlockB5:Handright:ROIERDSLPF:Timepoint1.2 8.869e+01 3.933e+01 2.255
## BlockB5:Handright:ROIERDSRPF:Timepoint1.2 3.793e+01 3.933e+01 0.964
## BlockB5:Handright:ROIERDSC4:Timepoint1.3 5.143e+00 3.933e+01 0.131
## BlockB5:Handright:ROIERDSFZ:Timepoint1.3 2.226e+01 3.933e+01 0.566
## BlockB5:Handright:ROIERDSLPF:Timepoint1.3 2.932e+01 3.933e+01 0.745
## BlockB5:Handright:ROIERDSRPF:Timepoint1.3 1.491e+00 3.933e+01 0.038
## BlockB5:Handright:ROIERDSC4:Timepoint1.4 -3.375e+01 3.933e+01 -0.858
## BlockB5:Handright:ROIERDSFZ:Timepoint1.4 -2.155e+01 3.933e+01 -0.548
## BlockB5:Handright:ROIERDSLPF:Timepoint1.4 -1.758e+01 3.933e+01 -0.447
## BlockB5:Handright:ROIERDSRPF:Timepoint1.4 -1.135e+01 3.933e+01 -0.288
## BlockB5:Handright:ROIERDSC4:Timepoint1.5 -4.002e+01 3.933e+01 -1.018
## BlockB5:Handright:ROIERDSFZ:Timepoint1.5 -2.154e+01 3.933e+01 -0.548
## BlockB5:Handright:ROIERDSLPF:Timepoint1.5 -1.347e+01 3.933e+01 -0.342
## BlockB5:Handright:ROIERDSRPF:Timepoint1.5 -2.182e+01 3.933e+01 -0.555
## BlockB5:Handright:ROIERDSC4:Timepoint1.6 -1.530e+01 3.933e+01 -0.389
## BlockB5:Handright:ROIERDSFZ:Timepoint1.6 -2.348e+01 3.933e+01 -0.597
## BlockB5:Handright:ROIERDSLPF:Timepoint1.6 -1.946e+01 3.933e+01 -0.495
## BlockB5:Handright:ROIERDSRPF:Timepoint1.6 -8.357e+00 3.933e+01 -0.212
## BlockB5:Handright:ROIERDSC4:Timepoint1.7 -3.435e+01 3.933e+01 -0.873
## BlockB5:Handright:ROIERDSFZ:Timepoint1.7 -2.848e+01 3.933e+01 -0.724
## BlockB5:Handright:ROIERDSLPF:Timepoint1.7 -2.619e+01 3.933e+01 -0.666
## BlockB5:Handright:ROIERDSRPF:Timepoint1.7 -3.202e+01 3.933e+01 -0.814
## BlockB5:Handright:ROIERDSC4:Timepoint1.8 -2.091e+01 3.933e+01 -0.531
## BlockB5:Handright:ROIERDSFZ:Timepoint1.8 -4.391e+01 3.933e+01 -1.116
## BlockB5:Handright:ROIERDSLPF:Timepoint1.8 -2.451e+01 3.933e+01 -0.623
## BlockB5:Handright:ROIERDSRPF:Timepoint1.8 -3.376e+01 3.933e+01 -0.858
## BlockB5:Handright:ROIERDSC4:Timepoint1.9 2.706e+00 3.933e+01 0.069
## BlockB5:Handright:ROIERDSFZ:Timepoint1.9 -1.349e+01 3.933e+01 -0.343
## BlockB5:Handright:ROIERDSLPF:Timepoint1.9 -2.460e+00 3.933e+01 -0.063
## BlockB5:Handright:ROIERDSRPF:Timepoint1.9 -1.658e+01 3.933e+01 -0.421
## BlockB5:Handright:ROIERDSC4:Timepoint2 6.874e+01 3.933e+01 1.748
## BlockB5:Handright:ROIERDSFZ:Timepoint2 -6.587e+00 3.933e+01 -0.167
## BlockB5:Handright:ROIERDSLPF:Timepoint2 6.772e+00 3.933e+01 0.172
## BlockB5:Handright:ROIERDSRPF:Timepoint2 4.963e+00 3.933e+01 0.126
## BlockB5:Handright:ROIERDSC4:Timepoint2.1 1.377e+00 3.933e+01 0.035
## BlockB5:Handright:ROIERDSFZ:Timepoint2.1 -9.609e+00 3.933e+01 -0.244
## BlockB5:Handright:ROIERDSLPF:Timepoint2.1 1.088e+00 3.933e+01 0.028
## BlockB5:Handright:ROIERDSRPF:Timepoint2.1 -1.252e+01 3.933e+01 -0.318
## BlockB5:Handright:ROIERDSC4:Timepoint2.2 -2.387e+01 3.933e+01 -0.607
## BlockB5:Handright:ROIERDSFZ:Timepoint2.2 -5.248e+01 3.933e+01 -1.334
## BlockB5:Handright:ROIERDSLPF:Timepoint2.2 -2.896e+01 3.933e+01 -0.736
## BlockB5:Handright:ROIERDSRPF:Timepoint2.2 -2.841e+01 3.933e+01 -0.722
## BlockB5:Handright:ROIERDSC4:Timepoint2.3 5.933e+00 3.933e+01 0.151
## BlockB5:Handright:ROIERDSFZ:Timepoint2.3 -1.865e+01 3.933e+01 -0.474
## BlockB5:Handright:ROIERDSLPF:Timepoint2.3 -1.322e+01 3.933e+01 -0.336
## BlockB5:Handright:ROIERDSRPF:Timepoint2.3 -4.270e+00 3.933e+01 -0.109
## BlockB5:Handright:ROIERDSC4:Timepoint2.4 2.681e+00 3.933e+01 0.068
## BlockB5:Handright:ROIERDSFZ:Timepoint2.4 -1.512e+01 3.933e+01 -0.384
## BlockB5:Handright:ROIERDSLPF:Timepoint2.4 -1.128e+01 3.933e+01 -0.287
## BlockB5:Handright:ROIERDSRPF:Timepoint2.4 1.768e+00 3.933e+01 0.045
## BlockB5:Handright:ROIERDSC4:Timepoint2.5 -1.335e+01 3.933e+01 -0.339
## BlockB5:Handright:ROIERDSFZ:Timepoint2.5 -2.604e+01 3.933e+01 -0.662
## BlockB5:Handright:ROIERDSLPF:Timepoint2.5 -2.065e+01 3.933e+01 -0.525
## BlockB5:Handright:ROIERDSRPF:Timepoint2.5 -1.828e+01 3.933e+01 -0.465
## BlockB5:Handright:ROIERDSC4:Timepoint2.6 -1.032e+01 3.933e+01 -0.262
## BlockB5:Handright:ROIERDSFZ:Timepoint2.6 -6.190e+00 3.933e+01 -0.157
## BlockB5:Handright:ROIERDSLPF:Timepoint2.6 -7.094e+00 3.933e+01 -0.180
## BlockB5:Handright:ROIERDSRPF:Timepoint2.6 -5.980e+00 3.933e+01 -0.152
## BlockB5:Handright:ROIERDSC4:Timepoint2.7 9.531e+00 3.933e+01 0.242
## BlockB5:Handright:ROIERDSFZ:Timepoint2.7 -1.043e+01 3.933e+01 -0.265
## BlockB5:Handright:ROIERDSLPF:Timepoint2.7 -1.358e+01 3.933e+01 -0.345
## BlockB5:Handright:ROIERDSRPF:Timepoint2.7 -1.692e+01 3.933e+01 -0.430
## BlockB5:Handright:ROIERDSC4:Timepoint2.8 2.832e+00 3.933e+01 0.072
## BlockB5:Handright:ROIERDSFZ:Timepoint2.8 -1.838e+01 3.933e+01 -0.467
## BlockB5:Handright:ROIERDSLPF:Timepoint2.8 -6.752e+00 3.933e+01 -0.172
## BlockB5:Handright:ROIERDSRPF:Timepoint2.8 -1.539e+01 3.933e+01 -0.391
## BlockB5:Handright:ROIERDSC4:Timepoint2.9 4.366e+01 3.933e+01 1.110
## BlockB5:Handright:ROIERDSFZ:Timepoint2.9 -9.169e+00 3.933e+01 -0.233
## BlockB5:Handright:ROIERDSLPF:Timepoint2.9 -5.407e-01 3.933e+01 -0.014
## BlockB5:Handright:ROIERDSRPF:Timepoint2.9 1.395e+01 3.933e+01 0.355
## BlockB5:Handright:ROIERDSC4:Timepoint3 -2.428e+01 3.933e+01 -0.617
## BlockB5:Handright:ROIERDSFZ:Timepoint3 -1.039e+01 3.933e+01 -0.264
## BlockB5:Handright:ROIERDSLPF:Timepoint3 -7.698e-01 3.933e+01 -0.020
## BlockB5:Handright:ROIERDSRPF:Timepoint3 -7.194e+00 3.933e+01 -0.183##
## Correlation matrix not shown by default, as p = 620 > 12.
## Use print(x, correlation=TRUE) or
## vcov(x) if you need itplot(m.mot.alpha)
m.mot.theta <- lmer(Theta ~ Block * Hand * ROI *Timepoint + (1|Subject), data = mot_wide)
Anova(m.mot.theta)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Theta
## Chisq Df Pr(>Chisq)
## Block 125.5480 1 < 2.2e-16 ***
## Hand 2.1108 1 0.14626
## ROI 174.2252 4 < 2.2e-16 ***
## Timepoint 685.6194 30 < 2.2e-16 ***
## Block:Hand 55.1664 1 1.107e-13 ***
## Block:ROI 1.6633 4 0.79737
## Hand:ROI 8.0430 4 0.09002 .
## Block:Timepoint 244.9781 30 < 2.2e-16 ***
## Hand:Timepoint 24.9203 30 0.72890
## ROI:Timepoint 96.4502 120 0.94397
## Block:Hand:ROI 4.0887 4 0.39413
## Block:Hand:Timepoint 24.4186 30 0.75276
## Block:ROI:Timepoint 55.4203 120 1.00000
## Hand:ROI:Timepoint 70.7430 120 0.99990
## Block:Hand:ROI:Timepoint 51.6070 120 1.00000
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary(m.mot.theta)## Linear mixed model fit by REML ['lmerMod']
## Formula: Theta ~ Block * Hand * ROI * Timepoint + (1 | Subject)
## Data: mot_wide
##
## REML criterion at convergence: 167432.4
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.162 -0.415 -0.081 0.257 41.236
##
## Random effects:
## Groups Name Variance Std.Dev.
## Subject (Intercept) 356.5 18.88
## Residual 3919.2 62.60
## Number of obs: 15500, groups: Subject, 25
##
## Fixed effects:
## Estimate Std. Error t value
## (Intercept) -2.216e+01 1.308e+01 -1.695
## BlockB5 1.305e+01 1.771e+01 0.737
## Handright 2.033e+01 1.771e+01 1.148
## ROIERDSC4 4.094e+00 1.771e+01 0.231
## ROIERDSFZ 1.901e+01 1.771e+01 1.074
## ROIERDSLPF 8.299e+00 1.771e+01 0.469
## ROIERDSRPF 1.521e+00 1.771e+01 0.086
## Timepoint0.1 3.342e+00 1.771e+01 0.189
## Timepoint0.2 5.972e+00 1.771e+01 0.337
## Timepoint0.3 6.572e+00 1.771e+01 0.371
## Timepoint0.4 1.135e+01 1.771e+01 0.641
## Timepoint0.5 4.188e+00 1.771e+01 0.237
## Timepoint0.6 4.386e+00 1.771e+01 0.248
## Timepoint0.7 7.585e+00 1.771e+01 0.428
## Timepoint0.8 9.304e+00 1.771e+01 0.525
## Timepoint0.9 8.083e+00 1.771e+01 0.457
## Timepoint1 1.626e+01 1.771e+01 0.918
## Timepoint1.1 3.523e+01 1.771e+01 1.990
## Timepoint1.2 3.599e+01 1.771e+01 2.033
## Timepoint1.3 3.511e+01 1.771e+01 1.983
## Timepoint1.4 2.987e+01 1.771e+01 1.687
## Timepoint1.5 2.242e+01 1.771e+01 1.266
## Timepoint1.6 1.717e+01 1.771e+01 0.970
## Timepoint1.7 9.477e+00 1.771e+01 0.535
## Timepoint1.8 3.189e+00 1.771e+01 0.180
## Timepoint1.9 4.319e+00 1.771e+01 0.244
## Timepoint2 8.079e+00 1.771e+01 0.456
## Timepoint2.1 1.629e+01 1.771e+01 0.920
## Timepoint2.2 1.212e+01 1.771e+01 0.684
## Timepoint2.3 5.012e+00 1.771e+01 0.283
## Timepoint2.4 8.895e-01 1.771e+01 0.050
## Timepoint2.5 1.554e-01 1.771e+01 0.009
## Timepoint2.6 1.147e+01 1.771e+01 0.648
## Timepoint2.7 1.295e+01 1.771e+01 0.732
## Timepoint2.8 1.077e+01 1.771e+01 0.608
## Timepoint2.9 2.494e+01 1.771e+01 1.408
## Timepoint3 1.646e+01 1.771e+01 0.929
## BlockB5:Handright -2.558e+01 2.504e+01 -1.022
## BlockB5:ROIERDSC4 1.711e+00 2.504e+01 0.068
## BlockB5:ROIERDSFZ 2.314e-02 2.504e+01 0.001
## BlockB5:ROIERDSLPF -8.663e+00 2.504e+01 -0.346
## BlockB5:ROIERDSRPF 1.734e+00 2.504e+01 0.069
## Handright:ROIERDSC4 -7.077e+00 2.504e+01 -0.283
## Handright:ROIERDSFZ -1.757e+00 2.504e+01 -0.070
## Handright:ROIERDSLPF -6.063e+00 2.504e+01 -0.242
## Handright:ROIERDSRPF -4.452e+00 2.504e+01 -0.178
## BlockB5:Timepoint0.1 -5.896e+00 2.504e+01 -0.235
## BlockB5:Timepoint0.2 4.126e-01 2.504e+01 0.016
## BlockB5:Timepoint0.3 -7.902e-01 2.504e+01 -0.032
## BlockB5:Timepoint0.4 -1.316e+01 2.504e+01 -0.526
## BlockB5:Timepoint0.5 -3.749e+00 2.504e+01 -0.150
## BlockB5:Timepoint0.6 -6.909e+00 2.504e+01 -0.276
## BlockB5:Timepoint0.7 -1.680e+01 2.504e+01 -0.671
## BlockB5:Timepoint0.8 -2.620e+01 2.504e+01 -1.046
## BlockB5:Timepoint0.9 -2.532e+01 2.504e+01 -1.011
## BlockB5:Timepoint1 -2.330e+01 2.504e+01 -0.930
## BlockB5:Timepoint1.1 -1.046e+01 2.504e+01 -0.418
## BlockB5:Timepoint1.2 7.868e+01 2.504e+01 3.142
## BlockB5:Timepoint1.3 4.573e+01 2.504e+01 1.826
## BlockB5:Timepoint1.4 7.219e+00 2.504e+01 0.288
## BlockB5:Timepoint1.5 -6.674e+00 2.504e+01 -0.267
## BlockB5:Timepoint1.6 -6.833e+00 2.504e+01 -0.273
## BlockB5:Timepoint1.7 -9.168e-01 2.504e+01 -0.037
## BlockB5:Timepoint1.8 -1.844e+00 2.504e+01 -0.074
## BlockB5:Timepoint1.9 -3.334e+00 2.504e+01 -0.133
## BlockB5:Timepoint2 -4.085e+00 2.504e+01 -0.163
## BlockB5:Timepoint2.1 -1.061e+01 2.504e+01 -0.424
## BlockB5:Timepoint2.2 -1.201e+01 2.504e+01 -0.480
## BlockB5:Timepoint2.3 7.207e-01 2.504e+01 0.029
## BlockB5:Timepoint2.4 1.499e+01 2.504e+01 0.599
## BlockB5:Timepoint2.5 1.469e+01 2.504e+01 0.587
## BlockB5:Timepoint2.6 -6.941e+00 2.504e+01 -0.277
## BlockB5:Timepoint2.7 -1.080e+01 2.504e+01 -0.431
## BlockB5:Timepoint2.8 -3.073e-03 2.504e+01 0.000
## BlockB5:Timepoint2.9 7.600e+01 2.504e+01 3.035
## BlockB5:Timepoint3 3.817e+01 2.504e+01 1.524
## Handright:Timepoint0.1 -3.982e+00 2.504e+01 -0.159
## Handright:Timepoint0.2 -1.570e+01 2.504e+01 -0.627
## Handright:Timepoint0.3 -1.837e+01 2.504e+01 -0.734
## Handright:Timepoint0.4 -2.046e+01 2.504e+01 -0.817
## Handright:Timepoint0.5 2.227e+01 2.504e+01 0.889
## Handright:Timepoint0.6 2.108e+01 2.504e+01 0.842
## Handright:Timepoint0.7 2.544e+00 2.504e+01 0.102
## Handright:Timepoint0.8 -8.888e+00 2.504e+01 -0.355
## Handright:Timepoint0.9 -1.077e+01 2.504e+01 -0.430
## Handright:Timepoint1 -1.512e+01 2.504e+01 -0.604
## Handright:Timepoint1.1 -2.485e+01 2.504e+01 -0.992
## Handright:Timepoint1.2 -2.238e+01 2.504e+01 -0.894
## Handright:Timepoint1.3 -2.068e+01 2.504e+01 -0.826
## Handright:Timepoint1.4 -1.048e+01 2.504e+01 -0.418
## Handright:Timepoint1.5 -1.362e+01 2.504e+01 -0.544
## Handright:Timepoint1.6 -1.635e+01 2.504e+01 -0.653
## Handright:Timepoint1.7 -1.262e+01 2.504e+01 -0.504
## Handright:Timepoint1.8 -1.521e+01 2.504e+01 -0.607
## Handright:Timepoint1.9 -2.067e+01 2.504e+01 -0.825
## Handright:Timepoint2 -2.199e+01 2.504e+01 -0.878
## Handright:Timepoint2.1 -2.670e+01 2.504e+01 -1.066
## Handright:Timepoint2.2 -1.876e+01 2.504e+01 -0.749
## Handright:Timepoint2.3 -7.709e+00 2.504e+01 -0.308
## Handright:Timepoint2.4 -9.353e+00 2.504e+01 -0.374
## Handright:Timepoint2.5 -1.227e+01 2.504e+01 -0.490
## Handright:Timepoint2.6 -2.286e+01 2.504e+01 -0.913
## Handright:Timepoint2.7 -2.433e+01 2.504e+01 -0.972
## Handright:Timepoint2.8 -1.777e+01 2.504e+01 -0.710
## Handright:Timepoint2.9 -1.793e+01 2.504e+01 -0.716
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## BlockB5:Handright:ROIERDSRPF 3.317e+00 3.541e+01 0.094
## BlockB5:Handright:Timepoint0.1 6.957e+00 3.541e+01 0.196
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## BlockB5:Handright:Timepoint2.7 4.375e+01 3.541e+01 1.235
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## BlockB5:ROIERDSLPF:Timepoint0.1 5.331e+00 3.541e+01 0.151
## BlockB5:ROIERDSRPF:Timepoint0.1 4.701e-01 3.541e+01 0.013
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## BlockB5:ROIERDSFZ:Timepoint0.2 -4.560e+00 3.541e+01 -0.129
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## BlockB5:ROIERDSC4:Timepoint0.3 -8.747e+00 3.541e+01 -0.247
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## BlockB5:ROIERDSRPF:Timepoint0.3 5.052e+00 3.541e+01 0.143
## BlockB5:ROIERDSC4:Timepoint0.4 -5.925e+00 3.541e+01 -0.167
## BlockB5:ROIERDSFZ:Timepoint0.4 -8.176e+00 3.541e+01 -0.231
## BlockB5:ROIERDSLPF:Timepoint0.4 8.008e+00 3.541e+01 0.226
## BlockB5:ROIERDSRPF:Timepoint0.4 1.106e+01 3.541e+01 0.312
## BlockB5:ROIERDSC4:Timepoint0.5 -1.250e+01 3.541e+01 -0.353
## BlockB5:ROIERDSFZ:Timepoint0.5 -6.889e+00 3.541e+01 -0.195
## BlockB5:ROIERDSLPF:Timepoint0.5 6.738e+00 3.541e+01 0.190
## BlockB5:ROIERDSRPF:Timepoint0.5 3.773e+00 3.541e+01 0.107
## BlockB5:ROIERDSC4:Timepoint0.6 4.893e+00 3.541e+01 0.138
## BlockB5:ROIERDSFZ:Timepoint0.6 3.738e-02 3.541e+01 0.001
## BlockB5:ROIERDSLPF:Timepoint0.6 1.238e+01 3.541e+01 0.350
## BlockB5:ROIERDSRPF:Timepoint0.6 6.762e+00 3.541e+01 0.191
## BlockB5:ROIERDSC4:Timepoint0.7 3.033e+01 3.541e+01 0.857
## BlockB5:ROIERDSFZ:Timepoint0.7 1.703e+01 3.541e+01 0.481
## BlockB5:ROIERDSLPF:Timepoint0.7 1.459e+01 3.541e+01 0.412
## BlockB5:ROIERDSRPF:Timepoint0.7 1.236e+01 3.541e+01 0.349
## BlockB5:ROIERDSC4:Timepoint0.8 2.562e+01 3.541e+01 0.723
## BlockB5:ROIERDSFZ:Timepoint0.8 1.073e+01 3.541e+01 0.303
## BlockB5:ROIERDSLPF:Timepoint0.8 1.574e+01 3.541e+01 0.444
## BlockB5:ROIERDSRPF:Timepoint0.8 8.260e+00 3.541e+01 0.233
## BlockB5:ROIERDSC4:Timepoint0.9 1.270e+01 3.541e+01 0.359
## BlockB5:ROIERDSFZ:Timepoint0.9 6.882e-01 3.541e+01 0.019
## BlockB5:ROIERDSLPF:Timepoint0.9 1.655e+01 3.541e+01 0.467
## BlockB5:ROIERDSRPF:Timepoint0.9 9.484e+00 3.541e+01 0.268
## BlockB5:ROIERDSC4:Timepoint1 2.324e+01 3.541e+01 0.656
## BlockB5:ROIERDSFZ:Timepoint1 1.049e+01 3.541e+01 0.296
## BlockB5:ROIERDSLPF:Timepoint1 1.753e+01 3.541e+01 0.495
## BlockB5:ROIERDSRPF:Timepoint1 1.342e+01 3.541e+01 0.379
## BlockB5:ROIERDSC4:Timepoint1.1 1.349e+01 3.541e+01 0.381
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## BlockB5:ROIERDSLPF:Timepoint1.1 -9.964e+00 3.541e+01 -0.281
## BlockB5:ROIERDSRPF:Timepoint1.1 -1.205e+00 3.541e+01 -0.034
## BlockB5:ROIERDSC4:Timepoint1.2 -5.887e+01 3.541e+01 -1.662
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## BlockB5:ROIERDSRPF:Timepoint1.2 -5.464e+01 3.541e+01 -1.543
## BlockB5:ROIERDSC4:Timepoint1.3 -3.757e+01 3.541e+01 -1.061
## BlockB5:ROIERDSFZ:Timepoint1.3 -7.829e+01 3.541e+01 -2.211
## BlockB5:ROIERDSLPF:Timepoint1.3 -4.114e+01 3.541e+01 -1.162
## BlockB5:ROIERDSRPF:Timepoint1.3 -2.796e+01 3.541e+01 -0.790
## BlockB5:ROIERDSC4:Timepoint1.4 -3.997e+00 3.541e+01 -0.113
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## BlockB5:ROIERDSLPF:Timepoint1.4 7.729e+00 3.541e+01 0.218
## BlockB5:ROIERDSRPF:Timepoint1.4 2.196e+00 3.541e+01 0.062
## BlockB5:ROIERDSC4:Timepoint1.5 4.217e+00 3.541e+01 0.119
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## BlockB5:ROIERDSRPF:Timepoint1.5 8.156e+00 3.541e+01 0.230
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## BlockB5:ROIERDSRPF:Timepoint1.6 7.963e+00 3.541e+01 0.225
## BlockB5:ROIERDSC4:Timepoint1.7 -3.558e+00 3.541e+01 -0.100
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## BlockB5:ROIERDSLPF:Timepoint1.7 3.147e+01 3.541e+01 0.889
## BlockB5:ROIERDSRPF:Timepoint1.7 3.558e+00 3.541e+01 0.100
## BlockB5:ROIERDSC4:Timepoint1.8 3.028e-01 3.541e+01 0.009
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## BlockB5:ROIERDSLPF:Timepoint1.8 3.024e+01 3.541e+01 0.854
## BlockB5:ROIERDSRPF:Timepoint1.8 7.308e+00 3.541e+01 0.206
## BlockB5:ROIERDSC4:Timepoint1.9 4.685e+00 3.541e+01 0.132
## BlockB5:ROIERDSFZ:Timepoint1.9 2.184e+01 3.541e+01 0.617
## BlockB5:ROIERDSLPF:Timepoint1.9 1.904e+01 3.541e+01 0.538
## BlockB5:ROIERDSRPF:Timepoint1.9 1.388e+01 3.541e+01 0.392
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## BlockB5:ROIERDSLPF:Timepoint2.1 1.750e+01 3.541e+01 0.494
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## BlockB5:ROIERDSC4:Timepoint2.3 7.324e-01 3.541e+01 0.021
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## BlockB5:ROIERDSC4:Timepoint2.4 6.326e-01 3.541e+01 0.018
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## BlockB5:ROIERDSLPF:Timepoint2.4 2.172e+01 3.541e+01 0.613
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## BlockB5:ROIERDSC4:Timepoint2.5 1.437e+01 3.541e+01 0.406
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## BlockB5:ROIERDSLPF:Timepoint2.7 1.494e+01 3.541e+01 0.422
## BlockB5:ROIERDSRPF:Timepoint2.7 1.947e+01 3.541e+01 0.550
## BlockB5:ROIERDSC4:Timepoint2.8 1.306e+01 3.541e+01 0.369
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## BlockB5:ROIERDSLPF:Timepoint2.8 1.689e+01 3.541e+01 0.477
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## BlockB5:ROIERDSC4:Timepoint3 3.411e+01 3.541e+01 0.963
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## BlockB5:ROIERDSRPF:Timepoint3 6.255e-01 3.541e+01 0.018
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## Handright:ROIERDSLPF:Timepoint0.1 2.019e+00 3.541e+01 0.057
## Handright:ROIERDSRPF:Timepoint0.1 3.374e+00 3.541e+01 0.095
## Handright:ROIERDSC4:Timepoint0.2 5.218e+00 3.541e+01 0.147
## Handright:ROIERDSFZ:Timepoint0.2 -1.151e+01 3.541e+01 -0.325
## Handright:ROIERDSLPF:Timepoint0.2 -2.812e-01 3.541e+01 -0.008
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## Handright:ROIERDSFZ:Timepoint0.3 -5.177e+00 3.541e+01 -0.146
## Handright:ROIERDSLPF:Timepoint0.3 4.150e+00 3.541e+01 0.117
## Handright:ROIERDSRPF:Timepoint0.3 1.213e+01 3.541e+01 0.342
## Handright:ROIERDSC4:Timepoint0.4 5.965e+00 3.541e+01 0.168
## Handright:ROIERDSFZ:Timepoint0.4 -2.145e+00 3.541e+01 -0.061
## Handright:ROIERDSLPF:Timepoint0.4 1.056e+01 3.541e+01 0.298
## Handright:ROIERDSRPF:Timepoint0.4 1.574e+01 3.541e+01 0.444
## Handright:ROIERDSC4:Timepoint0.5 -2.767e+01 3.541e+01 -0.781
## Handright:ROIERDSFZ:Timepoint0.5 -3.176e+01 3.541e+01 -0.897
## Handright:ROIERDSLPF:Timepoint0.5 -1.677e+01 3.541e+01 -0.474
## Handright:ROIERDSRPF:Timepoint0.5 -1.064e+01 3.541e+01 -0.301
## Handright:ROIERDSC4:Timepoint0.6 -2.218e+01 3.541e+01 -0.626
## Handright:ROIERDSFZ:Timepoint0.6 -3.740e+01 3.541e+01 -1.056
## Handright:ROIERDSLPF:Timepoint0.6 -1.229e+01 3.541e+01 -0.347
## Handright:ROIERDSRPF:Timepoint0.6 -1.763e+00 3.541e+01 -0.050
## Handright:ROIERDSC4:Timepoint0.7 -8.562e-01 3.541e+01 -0.024
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## Handright:ROIERDSRPF:Timepoint0.7 7.701e+00 3.541e+01 0.217
## Handright:ROIERDSC4:Timepoint0.8 5.230e-01 3.541e+01 0.015
## Handright:ROIERDSFZ:Timepoint0.8 -2.016e+01 3.541e+01 -0.569
## Handright:ROIERDSLPF:Timepoint0.8 -1.504e+00 3.541e+01 -0.042
## Handright:ROIERDSRPF:Timepoint0.8 3.450e+00 3.541e+01 0.097
## Handright:ROIERDSC4:Timepoint0.9 5.775e+00 3.541e+01 0.163
## Handright:ROIERDSFZ:Timepoint0.9 -1.854e+01 3.541e+01 -0.523
## Handright:ROIERDSLPF:Timepoint0.9 3.628e+00 3.541e+01 0.102
## Handright:ROIERDSRPF:Timepoint0.9 4.963e+00 3.541e+01 0.140
## Handright:ROIERDSC4:Timepoint1 1.379e+01 3.541e+01 0.390
## Handright:ROIERDSFZ:Timepoint1 -5.959e+00 3.541e+01 -0.168
## Handright:ROIERDSLPF:Timepoint1 7.079e+00 3.541e+01 0.200
## Handright:ROIERDSRPF:Timepoint1 6.365e+00 3.541e+01 0.180
## Handright:ROIERDSC4:Timepoint1.1 1.508e+01 3.541e+01 0.426
## Handright:ROIERDSFZ:Timepoint1.1 6.392e+00 3.541e+01 0.180
## Handright:ROIERDSLPF:Timepoint1.1 1.451e+01 3.541e+01 0.410
## Handright:ROIERDSRPF:Timepoint1.1 8.149e+00 3.541e+01 0.230
## Handright:ROIERDSC4:Timepoint1.2 5.499e+00 3.541e+01 0.155
## Handright:ROIERDSFZ:Timepoint1.2 -5.279e+00 3.541e+01 -0.149
## Handright:ROIERDSLPF:Timepoint1.2 8.711e+00 3.541e+01 0.246
## Handright:ROIERDSRPF:Timepoint1.2 1.001e+01 3.541e+01 0.283
## Handright:ROIERDSC4:Timepoint1.3 -4.550e+00 3.541e+01 -0.128
## Handright:ROIERDSFZ:Timepoint1.3 -1.003e+01 3.541e+01 -0.283
## Handright:ROIERDSLPF:Timepoint1.3 6.987e+00 3.541e+01 0.197
## Handright:ROIERDSRPF:Timepoint1.3 5.779e+00 3.541e+01 0.163
## Handright:ROIERDSC4:Timepoint1.4 -1.231e+00 3.541e+01 -0.035
## Handright:ROIERDSFZ:Timepoint1.4 4.070e+00 3.541e+01 0.115
## Handright:ROIERDSLPF:Timepoint1.4 1.152e+01 3.541e+01 0.325
## Handright:ROIERDSRPF:Timepoint1.4 -2.016e+00 3.541e+01 -0.057
## Handright:ROIERDSC4:Timepoint1.5 6.204e+00 3.541e+01 0.175
## Handright:ROIERDSFZ:Timepoint1.5 1.706e+01 3.541e+01 0.482
## Handright:ROIERDSLPF:Timepoint1.5 1.016e+01 3.541e+01 0.287
## Handright:ROIERDSRPF:Timepoint1.5 -1.037e+00 3.541e+01 -0.029
## Handright:ROIERDSC4:Timepoint1.6 7.151e+00 3.541e+01 0.202
## Handright:ROIERDSFZ:Timepoint1.6 1.882e+01 3.541e+01 0.532
## Handright:ROIERDSLPF:Timepoint1.6 6.963e+00 3.541e+01 0.197
## Handright:ROIERDSRPF:Timepoint1.6 6.829e+00 3.541e+01 0.193
## Handright:ROIERDSC4:Timepoint1.7 -1.008e+00 3.541e+01 -0.028
## Handright:ROIERDSFZ:Timepoint1.7 4.606e-01 3.541e+01 0.013
## Handright:ROIERDSLPF:Timepoint1.7 -2.329e+00 3.541e+01 -0.066
## Handright:ROIERDSRPF:Timepoint1.7 1.055e+01 3.541e+01 0.298
## Handright:ROIERDSC4:Timepoint1.8 -1.825e+00 3.541e+01 -0.052
## Handright:ROIERDSFZ:Timepoint1.8 1.911e+00 3.541e+01 0.054
## Handright:ROIERDSLPF:Timepoint1.8 5.972e+00 3.541e+01 0.169
## Handright:ROIERDSRPF:Timepoint1.8 1.126e+01 3.541e+01 0.318
## Handright:ROIERDSC4:Timepoint1.9 8.166e+00 3.541e+01 0.231
## Handright:ROIERDSFZ:Timepoint1.9 7.685e+00 3.541e+01 0.217
## Handright:ROIERDSLPF:Timepoint1.9 9.644e+00 3.541e+01 0.272
## Handright:ROIERDSRPF:Timepoint1.9 1.393e+01 3.541e+01 0.393
## Handright:ROIERDSC4:Timepoint2 1.961e+01 3.541e+01 0.554
## Handright:ROIERDSFZ:Timepoint2 5.735e+00 3.541e+01 0.162
## Handright:ROIERDSLPF:Timepoint2 5.713e+00 3.541e+01 0.161
## Handright:ROIERDSRPF:Timepoint2 1.773e+01 3.541e+01 0.501
## Handright:ROIERDSC4:Timepoint2.1 4.047e+01 3.541e+01 1.143
## Handright:ROIERDSFZ:Timepoint2.1 3.091e+00 3.541e+01 0.087
## Handright:ROIERDSLPF:Timepoint2.1 6.597e+00 3.541e+01 0.186
## Handright:ROIERDSRPF:Timepoint2.1 2.254e+01 3.541e+01 0.637
## Handright:ROIERDSC4:Timepoint2.2 2.822e+01 3.541e+01 0.797
## Handright:ROIERDSFZ:Timepoint2.2 1.052e+00 3.541e+01 0.030
## Handright:ROIERDSLPF:Timepoint2.2 5.041e+00 3.541e+01 0.142
## Handright:ROIERDSRPF:Timepoint2.2 1.683e+01 3.541e+01 0.475
## Handright:ROIERDSC4:Timepoint2.3 1.997e+00 3.541e+01 0.056
## Handright:ROIERDSFZ:Timepoint2.3 -4.941e+00 3.541e+01 -0.140
## Handright:ROIERDSLPF:Timepoint2.3 1.880e+00 3.541e+01 0.053
## Handright:ROIERDSRPF:Timepoint2.3 8.672e+00 3.541e+01 0.245
## Handright:ROIERDSC4:Timepoint2.4 -5.884e+00 3.541e+01 -0.166
## Handright:ROIERDSFZ:Timepoint2.4 1.748e+00 3.541e+01 0.049
## Handright:ROIERDSLPF:Timepoint2.4 4.250e+00 3.541e+01 0.120
## Handright:ROIERDSRPF:Timepoint2.4 4.018e+00 3.541e+01 0.113
## Handright:ROIERDSC4:Timepoint2.5 2.458e-01 3.541e+01 0.007
## Handright:ROIERDSFZ:Timepoint2.5 6.785e+00 3.541e+01 0.192
## Handright:ROIERDSLPF:Timepoint2.5 1.431e+00 3.541e+01 0.040
## Handright:ROIERDSRPF:Timepoint2.5 4.741e+00 3.541e+01 0.134
## Handright:ROIERDSC4:Timepoint2.6 2.780e+00 3.541e+01 0.079
## Handright:ROIERDSFZ:Timepoint2.6 4.608e+00 3.541e+01 0.130
## Handright:ROIERDSLPF:Timepoint2.6 5.080e+00 3.541e+01 0.143
## Handright:ROIERDSRPF:Timepoint2.6 1.083e+01 3.541e+01 0.306
## Handright:ROIERDSC4:Timepoint2.7 3.223e+00 3.541e+01 0.091
## Handright:ROIERDSFZ:Timepoint2.7 -9.726e+00 3.541e+01 -0.275
## Handright:ROIERDSLPF:Timepoint2.7 6.154e+00 3.541e+01 0.174
## Handright:ROIERDSRPF:Timepoint2.7 1.246e+01 3.541e+01 0.352
## Handright:ROIERDSC4:Timepoint2.8 -1.652e+00 3.541e+01 -0.047
## Handright:ROIERDSFZ:Timepoint2.8 -1.879e+01 3.541e+01 -0.531
## Handright:ROIERDSLPF:Timepoint2.8 3.593e+00 3.541e+01 0.101
## Handright:ROIERDSRPF:Timepoint2.8 8.422e+00 3.541e+01 0.238
## Handright:ROIERDSC4:Timepoint2.9 2.188e+01 3.541e+01 0.618
## Handright:ROIERDSFZ:Timepoint2.9 2.602e+00 3.541e+01 0.073
## Handright:ROIERDSLPF:Timepoint2.9 1.953e+01 3.541e+01 0.551
## Handright:ROIERDSRPF:Timepoint2.9 1.407e+01 3.541e+01 0.397
## Handright:ROIERDSC4:Timepoint3 1.512e+01 3.541e+01 0.427
## Handright:ROIERDSFZ:Timepoint3 -4.374e+00 3.541e+01 -0.124
## Handright:ROIERDSLPF:Timepoint3 1.243e+01 3.541e+01 0.351
## Handright:ROIERDSRPF:Timepoint3 4.234e+00 3.541e+01 0.120
## BlockB5:Handright:ROIERDSC4:Timepoint0.1 -1.298e+01 5.008e+01 -0.259
## BlockB5:Handright:ROIERDSFZ:Timepoint0.1 -2.360e+00 5.008e+01 -0.047
## BlockB5:Handright:ROIERDSLPF:Timepoint0.1 -8.402e+00 5.008e+01 -0.168
## BlockB5:Handright:ROIERDSRPF:Timepoint0.1 -2.977e+00 5.008e+01 -0.059
## BlockB5:Handright:ROIERDSC4:Timepoint0.2 -5.608e+00 5.008e+01 -0.112
## BlockB5:Handright:ROIERDSFZ:Timepoint0.2 -1.311e+01 5.008e+01 -0.262
## BlockB5:Handright:ROIERDSLPF:Timepoint0.2 -1.879e+01 5.008e+01 -0.375
## BlockB5:Handright:ROIERDSRPF:Timepoint0.2 -7.818e+00 5.008e+01 -0.156
## BlockB5:Handright:ROIERDSC4:Timepoint0.3 6.037e+00 5.008e+01 0.121
## BlockB5:Handright:ROIERDSFZ:Timepoint0.3 -1.205e+01 5.008e+01 -0.241
## BlockB5:Handright:ROIERDSLPF:Timepoint0.3 -2.149e+01 5.008e+01 -0.429
## BlockB5:Handright:ROIERDSRPF:Timepoint0.3 -1.590e+01 5.008e+01 -0.317
## BlockB5:Handright:ROIERDSC4:Timepoint0.4 7.724e+00 5.008e+01 0.154
## BlockB5:Handright:ROIERDSFZ:Timepoint0.4 -9.519e+00 5.008e+01 -0.190
## BlockB5:Handright:ROIERDSLPF:Timepoint0.4 -2.514e+01 5.008e+01 -0.502
## BlockB5:Handright:ROIERDSRPF:Timepoint0.4 -2.083e+01 5.008e+01 -0.416
## BlockB5:Handright:ROIERDSC4:Timepoint0.5 3.982e+01 5.008e+01 0.795
## BlockB5:Handright:ROIERDSFZ:Timepoint0.5 2.157e+01 5.008e+01 0.431
## BlockB5:Handright:ROIERDSLPF:Timepoint0.5 -5.272e-01 5.008e+01 -0.011
## BlockB5:Handright:ROIERDSRPF:Timepoint0.5 1.025e+01 5.008e+01 0.205
## BlockB5:Handright:ROIERDSC4:Timepoint0.6 1.428e+01 5.008e+01 0.285
## BlockB5:Handright:ROIERDSFZ:Timepoint0.6 1.263e+01 5.008e+01 0.252
## BlockB5:Handright:ROIERDSLPF:Timepoint0.6 -1.742e+01 5.008e+01 -0.348
## BlockB5:Handright:ROIERDSRPF:Timepoint0.6 -3.993e+00 5.008e+01 -0.080
## BlockB5:Handright:ROIERDSC4:Timepoint0.7 -2.614e+01 5.008e+01 -0.522
## BlockB5:Handright:ROIERDSFZ:Timepoint0.7 -1.496e+01 5.008e+01 -0.299
## BlockB5:Handright:ROIERDSLPF:Timepoint0.7 -2.253e+01 5.008e+01 -0.450
## BlockB5:Handright:ROIERDSRPF:Timepoint0.7 -1.952e+01 5.008e+01 -0.390
## BlockB5:Handright:ROIERDSC4:Timepoint0.8 -2.176e+01 5.008e+01 -0.434
## BlockB5:Handright:ROIERDSFZ:Timepoint0.8 -1.304e+01 5.008e+01 -0.260
## BlockB5:Handright:ROIERDSLPF:Timepoint0.8 -2.363e+01 5.008e+01 -0.472
## BlockB5:Handright:ROIERDSRPF:Timepoint0.8 -1.017e+01 5.008e+01 -0.203
## BlockB5:Handright:ROIERDSC4:Timepoint0.9 -2.172e+01 5.008e+01 -0.434
## BlockB5:Handright:ROIERDSFZ:Timepoint0.9 -1.369e+01 5.008e+01 -0.273
## BlockB5:Handright:ROIERDSLPF:Timepoint0.9 -3.127e+01 5.008e+01 -0.624
## BlockB5:Handright:ROIERDSRPF:Timepoint0.9 -1.466e+01 5.008e+01 -0.293
## BlockB5:Handright:ROIERDSC4:Timepoint1 -3.867e+01 5.008e+01 -0.772
## BlockB5:Handright:ROIERDSFZ:Timepoint1 -3.251e+01 5.008e+01 -0.649
## BlockB5:Handright:ROIERDSLPF:Timepoint1 -3.863e+01 5.008e+01 -0.771
## BlockB5:Handright:ROIERDSRPF:Timepoint1 -2.185e+01 5.008e+01 -0.436
## BlockB5:Handright:ROIERDSC4:Timepoint1.1 -2.931e+01 5.008e+01 -0.585
## BlockB5:Handright:ROIERDSFZ:Timepoint1.1 -1.654e+01 5.008e+01 -0.330
## BlockB5:Handright:ROIERDSLPF:Timepoint1.1 -1.646e+01 5.008e+01 -0.329
## BlockB5:Handright:ROIERDSRPF:Timepoint1.1 -1.319e+01 5.008e+01 -0.263
## BlockB5:Handright:ROIERDSC4:Timepoint1.2 3.565e+01 5.008e+01 0.712
## BlockB5:Handright:ROIERDSFZ:Timepoint1.2 1.090e+02 5.008e+01 2.177
## BlockB5:Handright:ROIERDSLPF:Timepoint1.2 9.053e+01 5.008e+01 1.808
## BlockB5:Handright:ROIERDSRPF:Timepoint1.2 4.179e+01 5.008e+01 0.834
## BlockB5:Handright:ROIERDSC4:Timepoint1.3 5.833e+00 5.008e+01 0.116
## BlockB5:Handright:ROIERDSFZ:Timepoint1.3 7.126e+01 5.008e+01 1.423
## BlockB5:Handright:ROIERDSLPF:Timepoint1.3 4.927e+01 5.008e+01 0.984
## BlockB5:Handright:ROIERDSRPF:Timepoint1.3 1.974e+01 5.008e+01 0.394
## BlockB5:Handright:ROIERDSC4:Timepoint1.4 -9.376e+00 5.008e+01 -0.187
## BlockB5:Handright:ROIERDSFZ:Timepoint1.4 9.055e+00 5.008e+01 0.181
## BlockB5:Handright:ROIERDSLPF:Timepoint1.4 -1.049e+01 5.008e+01 -0.210
## BlockB5:Handright:ROIERDSRPF:Timepoint1.4 5.839e+00 5.008e+01 0.117
## BlockB5:Handright:ROIERDSC4:Timepoint1.5 -1.336e+01 5.008e+01 -0.267
## BlockB5:Handright:ROIERDSFZ:Timepoint1.5 -2.939e+01 5.008e+01 -0.587
## BlockB5:Handright:ROIERDSLPF:Timepoint1.5 -2.911e+01 5.008e+01 -0.581
## BlockB5:Handright:ROIERDSRPF:Timepoint1.5 -6.814e+00 5.008e+01 -0.136
## BlockB5:Handright:ROIERDSC4:Timepoint1.6 -1.861e+01 5.008e+01 -0.372
## BlockB5:Handright:ROIERDSFZ:Timepoint1.6 -4.835e+01 5.008e+01 -0.965
## BlockB5:Handright:ROIERDSLPF:Timepoint1.6 -4.632e+01 5.008e+01 -0.925
## BlockB5:Handright:ROIERDSRPF:Timepoint1.6 -2.152e+01 5.008e+01 -0.430
## BlockB5:Handright:ROIERDSC4:Timepoint1.7 -1.100e+01 5.008e+01 -0.220
## BlockB5:Handright:ROIERDSFZ:Timepoint1.7 -3.625e+01 5.008e+01 -0.724
## BlockB5:Handright:ROIERDSLPF:Timepoint1.7 -4.329e+01 5.008e+01 -0.864
## BlockB5:Handright:ROIERDSRPF:Timepoint1.7 -2.365e+01 5.008e+01 -0.472
## BlockB5:Handright:ROIERDSC4:Timepoint1.8 -7.755e+00 5.008e+01 -0.155
## BlockB5:Handright:ROIERDSFZ:Timepoint1.8 -4.827e+01 5.008e+01 -0.964
## BlockB5:Handright:ROIERDSLPF:Timepoint1.8 -4.613e+01 5.008e+01 -0.921
## BlockB5:Handright:ROIERDSRPF:Timepoint1.8 -2.661e+01 5.008e+01 -0.531
## BlockB5:Handright:ROIERDSC4:Timepoint1.9 -8.878e+00 5.008e+01 -0.177
## BlockB5:Handright:ROIERDSFZ:Timepoint1.9 -4.034e+01 5.008e+01 -0.806
## BlockB5:Handright:ROIERDSLPF:Timepoint1.9 -3.738e+01 5.008e+01 -0.746
## BlockB5:Handright:ROIERDSRPF:Timepoint1.9 -3.182e+01 5.008e+01 -0.635
## BlockB5:Handright:ROIERDSC4:Timepoint2 1.521e+00 5.008e+01 0.030
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## BlockB5:Handright:ROIERDSLPF:Timepoint2 -2.918e+01 5.008e+01 -0.583
## BlockB5:Handright:ROIERDSRPF:Timepoint2 -2.650e+01 5.008e+01 -0.529
## BlockB5:Handright:ROIERDSC4:Timepoint2.1 -2.739e+00 5.008e+01 -0.055
## BlockB5:Handright:ROIERDSFZ:Timepoint2.1 -4.783e+01 5.008e+01 -0.955
## BlockB5:Handright:ROIERDSLPF:Timepoint2.1 -3.237e+01 5.008e+01 -0.646
## BlockB5:Handright:ROIERDSRPF:Timepoint2.1 -3.324e+01 5.008e+01 -0.664
## BlockB5:Handright:ROIERDSC4:Timepoint2.2 -1.568e+01 5.008e+01 -0.313
## BlockB5:Handright:ROIERDSFZ:Timepoint2.2 -6.907e+01 5.008e+01 -1.379
## BlockB5:Handright:ROIERDSLPF:Timepoint2.2 -4.864e+01 5.008e+01 -0.971
## BlockB5:Handright:ROIERDSRPF:Timepoint2.2 -4.041e+01 5.008e+01 -0.807
## BlockB5:Handright:ROIERDSC4:Timepoint2.3 5.200e+00 5.008e+01 0.104
## BlockB5:Handright:ROIERDSFZ:Timepoint2.3 -3.183e+01 5.008e+01 -0.636
## BlockB5:Handright:ROIERDSLPF:Timepoint2.3 -3.574e+01 5.008e+01 -0.714
## BlockB5:Handright:ROIERDSRPF:Timepoint2.3 -2.054e+01 5.008e+01 -0.410
## BlockB5:Handright:ROIERDSC4:Timepoint2.4 5.565e+00 5.008e+01 0.111
## BlockB5:Handright:ROIERDSFZ:Timepoint2.4 -3.390e+01 5.008e+01 -0.677
## BlockB5:Handright:ROIERDSLPF:Timepoint2.4 -3.322e+01 5.008e+01 -0.663
## BlockB5:Handright:ROIERDSRPF:Timepoint2.4 -1.977e+00 5.008e+01 -0.039
## BlockB5:Handright:ROIERDSC4:Timepoint2.5 -1.655e+01 5.008e+01 -0.331
## BlockB5:Handright:ROIERDSFZ:Timepoint2.5 -4.247e+01 5.008e+01 -0.848
## BlockB5:Handright:ROIERDSLPF:Timepoint2.5 -2.564e+01 5.008e+01 -0.512
## BlockB5:Handright:ROIERDSRPF:Timepoint2.5 -2.650e+00 5.008e+01 -0.053
## BlockB5:Handright:ROIERDSC4:Timepoint2.6 -1.294e+01 5.008e+01 -0.258
## BlockB5:Handright:ROIERDSFZ:Timepoint2.6 -3.732e+01 5.008e+01 -0.745
## BlockB5:Handright:ROIERDSLPF:Timepoint2.6 -2.450e+01 5.008e+01 -0.489
## BlockB5:Handright:ROIERDSRPF:Timepoint2.6 -1.158e+01 5.008e+01 -0.231
## BlockB5:Handright:ROIERDSC4:Timepoint2.7 -1.373e+01 5.008e+01 -0.274
## BlockB5:Handright:ROIERDSFZ:Timepoint2.7 -4.373e+01 5.008e+01 -0.873
## BlockB5:Handright:ROIERDSLPF:Timepoint2.7 -3.982e+01 5.008e+01 -0.795
## BlockB5:Handright:ROIERDSRPF:Timepoint2.7 -3.179e+01 5.008e+01 -0.635
## BlockB5:Handright:ROIERDSC4:Timepoint2.8 -4.016e+00 5.008e+01 -0.080
## BlockB5:Handright:ROIERDSFZ:Timepoint2.8 -4.707e+01 5.008e+01 -0.940
## BlockB5:Handright:ROIERDSLPF:Timepoint2.8 -4.220e+01 5.008e+01 -0.843
## BlockB5:Handright:ROIERDSRPF:Timepoint2.8 -2.721e+01 5.008e+01 -0.543
## BlockB5:Handright:ROIERDSC4:Timepoint2.9 3.312e+00 5.008e+01 0.066
## BlockB5:Handright:ROIERDSFZ:Timepoint2.9 -4.689e+01 5.008e+01 -0.936
## BlockB5:Handright:ROIERDSLPF:Timepoint2.9 -3.190e+01 5.008e+01 -0.637
## BlockB5:Handright:ROIERDSRPF:Timepoint2.9 2.663e+00 5.008e+01 0.053
## BlockB5:Handright:ROIERDSC4:Timepoint3 -2.891e+01 5.008e+01 -0.577
## BlockB5:Handright:ROIERDSFZ:Timepoint3 -2.163e+01 5.008e+01 -0.432
## BlockB5:Handright:ROIERDSLPF:Timepoint3 -1.655e+01 5.008e+01 -0.331
## BlockB5:Handright:ROIERDSRPF:Timepoint3 -1.063e-01 5.008e+01 -0.002##
## Correlation matrix not shown by default, as p = 620 > 12.
## Use print(x, correlation=TRUE) or
## vcov(x) if you need itplot(m.mot.theta)
m.mot.beta <- lmer(Beta ~ Block * Hand * ROI *Timepoint + (1|Subject), data = mot_wide)
Anova(m.mot.beta)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Beta
## Chisq Df Pr(>Chisq)
## Block 21.1565 1 4.233e-06 ***
## Hand 11.2014 1 0.0008174 ***
## ROI 16.1489 4 0.0028258 **
## Timepoint 96.2063 30 7.305e-09 ***
## Block:Hand 2.0899 1 0.1482775
## Block:ROI 25.3325 4 4.313e-05 ***
## Hand:ROI 15.6201 4 0.0035737 **
## Block:Timepoint 91.6601 30 3.671e-08 ***
## Hand:Timepoint 56.1598 30 0.0026172 **
## ROI:Timepoint 46.1809 120 1.0000000
## Block:Hand:ROI 1.4502 4 0.8354172
## Block:Hand:Timepoint 54.0708 30 0.0045146 **
## Block:ROI:Timepoint 56.1133 120 0.9999999
## Hand:ROI:Timepoint 57.4798 120 0.9999998
## Block:Hand:ROI:Timepoint 56.0739 120 0.9999999
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary(m.mot.beta)## Linear mixed model fit by REML ['lmerMod']
## Formula: Beta ~ Block * Hand * ROI * Timepoint + (1 | Subject)
## Data: mot_wide
##
## REML criterion at convergence: 166080.5
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.223 -0.315 -0.059 0.201 50.504
##
## Random effects:
## Groups Name Variance Std.Dev.
## Subject (Intercept) 184.5 13.58
## Residual 3582.1 59.85
## Number of obs: 15500, groups: Subject, 25
##
## Fixed effects:
## Estimate Std. Error t value
## (Intercept) -21.48184 12.27440 -1.750
## BlockB5 -0.11585 16.92821 -0.007
## Handright 5.07671 16.92821 0.300
## ROIERDSC4 1.83117 16.92821 0.108
## ROIERDSFZ 11.25761 16.92821 0.665
## ROIERDSLPF 4.13146 16.92821 0.244
## ROIERDSRPF 1.48261 16.92821 0.088
## Timepoint0.1 2.38064 16.92821 0.141
## Timepoint0.2 2.58130 16.92821 0.152
## Timepoint0.3 -0.48005 16.92821 -0.028
## Timepoint0.4 8.45748 16.92821 0.500
## Timepoint0.5 4.46276 16.92821 0.264
## Timepoint0.6 12.18089 16.92821 0.720
## Timepoint0.7 11.61676 16.92821 0.686
## Timepoint0.8 23.84656 16.92821 1.409
## Timepoint0.9 14.53818 16.92821 0.859
## Timepoint1 7.40920 16.92821 0.438
## Timepoint1.1 14.15703 16.92821 0.836
## Timepoint1.2 5.56515 16.92821 0.329
## Timepoint1.3 0.59854 16.92821 0.035
## Timepoint1.4 8.87210 16.92821 0.524
## Timepoint1.5 1.06375 16.92821 0.063
## Timepoint1.6 -0.98093 16.92821 -0.058
## Timepoint1.7 4.46496 16.92821 0.264
## Timepoint1.8 5.80938 16.92821 0.343
## Timepoint1.9 7.29460 16.92821 0.431
## Timepoint2 4.35217 16.92821 0.257
## Timepoint2.1 -0.45601 16.92821 -0.027
## Timepoint2.2 -0.93971 16.92821 -0.056
## Timepoint2.3 -3.86474 16.92821 -0.228
## Timepoint2.4 2.48282 16.92821 0.147
## Timepoint2.5 0.82466 16.92821 0.049
## Timepoint2.6 7.51233 16.92821 0.444
## Timepoint2.7 8.09431 16.92821 0.478
## Timepoint2.8 14.16402 16.92821 0.837
## Timepoint2.9 6.19702 16.92821 0.366
## Timepoint3 12.65642 16.92821 0.748
## BlockB5:Handright -3.08015 23.94010 -0.129
## BlockB5:ROIERDSC4 -3.41595 23.94010 -0.143
## BlockB5:ROIERDSFZ 1.92250 23.94010 0.080
## BlockB5:ROIERDSLPF 0.34791 23.94010 0.015
## BlockB5:ROIERDSRPF -0.55418 23.94010 -0.023
## Handright:ROIERDSC4 -1.11641 23.94010 -0.047
## Handright:ROIERDSFZ -9.24706 23.94010 -0.386
## Handright:ROIERDSLPF -1.56982 23.94010 -0.066
## Handright:ROIERDSRPF -2.33330 23.94010 -0.097
## BlockB5:Timepoint0.1 -2.95824 23.94010 -0.124
## BlockB5:Timepoint0.2 1.32446 23.94010 0.055
## BlockB5:Timepoint0.3 0.06946 23.94010 0.003
## BlockB5:Timepoint0.4 -9.53301 23.94010 -0.398
## BlockB5:Timepoint0.5 -6.98945 23.94010 -0.292
## BlockB5:Timepoint0.6 -15.31836 23.94010 -0.640
## BlockB5:Timepoint0.7 -15.79935 23.94010 -0.660
## BlockB5:Timepoint0.8 -22.84809 23.94010 -0.954
## BlockB5:Timepoint0.9 -21.52381 23.94010 -0.899
## BlockB5:Timepoint1 -5.43679 23.94010 -0.227
## BlockB5:Timepoint1.1 -2.13078 23.94010 -0.089
## BlockB5:Timepoint1.2 29.71180 23.94010 1.241
## BlockB5:Timepoint1.3 39.92580 23.94010 1.668
## BlockB5:Timepoint1.4 15.52414 23.94010 0.648
## BlockB5:Timepoint1.5 4.19343 23.94010 0.175
## BlockB5:Timepoint1.6 6.78874 23.94010 0.284
## BlockB5:Timepoint1.7 5.47927 23.94010 0.229
## BlockB5:Timepoint1.8 -6.56188 23.94010 -0.274
## BlockB5:Timepoint1.9 -5.54906 23.94010 -0.232
## BlockB5:Timepoint2 -3.06916 23.94010 -0.128
## BlockB5:Timepoint2.1 1.11539 23.94010 0.047
## BlockB5:Timepoint2.2 2.07092 23.94010 0.087
## BlockB5:Timepoint2.3 7.48908 23.94010 0.313
## BlockB5:Timepoint2.4 5.04091 23.94010 0.211
## BlockB5:Timepoint2.5 2.77354 23.94010 0.116
## BlockB5:Timepoint2.6 -4.16559 23.94010 -0.174
## BlockB5:Timepoint2.7 -4.26349 23.94010 -0.178
## BlockB5:Timepoint2.8 -6.49752 23.94010 -0.271
## BlockB5:Timepoint2.9 19.61719 23.94010 0.819
## BlockB5:Timepoint3 35.03110 23.94010 1.463
## Handright:Timepoint0.1 3.35755 23.94010 0.140
## Handright:Timepoint0.2 -1.42750 23.94010 -0.060
## Handright:Timepoint0.3 4.63467 23.94010 0.194
## Handright:Timepoint0.4 3.03729 23.94010 0.127
## Handright:Timepoint0.5 3.34733 23.94010 0.140
## Handright:Timepoint0.6 7.26725 23.94010 0.304
## Handright:Timepoint0.7 4.18962 23.94010 0.175
## Handright:Timepoint0.8 -19.01125 23.94010 -0.794
## Handright:Timepoint0.9 -8.39715 23.94010 -0.351
## Handright:Timepoint1 2.65786 23.94010 0.111
## Handright:Timepoint1.1 -4.86189 23.94010 -0.203
## Handright:Timepoint1.2 4.38137 23.94010 0.183
## Handright:Timepoint1.3 -3.54632 23.94010 -0.148
## Handright:Timepoint1.4 -2.23135 23.94010 -0.093
## Handright:Timepoint1.5 3.81477 23.94010 0.159
## Handright:Timepoint1.6 3.71013 23.94010 0.155
## Handright:Timepoint1.7 -1.50337 23.94010 -0.063
## Handright:Timepoint1.8 -7.78870 23.94010 -0.325
## Handright:Timepoint1.9 -5.36751 23.94010 -0.224
## Handright:Timepoint2 2.83224 23.94010 0.118
## Handright:Timepoint2.1 1.05611 23.94010 0.044
## Handright:Timepoint2.2 1.04091 23.94010 0.043
## Handright:Timepoint2.3 11.16670 23.94010 0.466
## Handright:Timepoint2.4 4.63765 23.94010 0.194
## Handright:Timepoint2.5 7.44341 23.94010 0.311
## Handright:Timepoint2.6 -1.35713 23.94010 -0.057
## Handright:Timepoint2.7 -0.37322 23.94010 -0.016
## Handright:Timepoint2.8 -6.83680 23.94010 -0.286
## Handright:Timepoint2.9 -4.12851 23.94010 -0.172
## Handright:Timepoint3 -2.26169 23.94010 -0.094
## ROIERDSC4:Timepoint0.1 -4.62298 23.94010 -0.193
## ROIERDSFZ:Timepoint0.1 -7.96525 23.94010 -0.333
## ROIERDSLPF:Timepoint0.1 -4.17273 23.94010 -0.174
## ROIERDSRPF:Timepoint0.1 -0.63710 23.94010 -0.027
## ROIERDSC4:Timepoint0.2 -6.28814 23.94010 -0.263
## ROIERDSFZ:Timepoint0.2 -7.41468 23.94010 -0.310
## ROIERDSLPF:Timepoint0.2 -8.77787 23.94010 -0.367
## ROIERDSRPF:Timepoint0.2 -2.96760 23.94010 -0.124
## ROIERDSC4:Timepoint0.3 -4.35021 23.94010 -0.182
## ROIERDSFZ:Timepoint0.3 4.39537 23.94010 0.184
## ROIERDSLPF:Timepoint0.3 -1.42092 23.94010 -0.059
## ROIERDSRPF:Timepoint0.3 -2.68585 23.94010 -0.112
## ROIERDSC4:Timepoint0.4 -7.50127 23.94010 -0.313
## ROIERDSFZ:Timepoint0.4 1.71226 23.94010 0.072
## ROIERDSLPF:Timepoint0.4 -2.09039 23.94010 -0.087
## ROIERDSRPF:Timepoint0.4 -5.43069 23.94010 -0.227
## ROIERDSC4:Timepoint0.5 -9.28729 23.94010 -0.388
## ROIERDSFZ:Timepoint0.5 -6.72865 23.94010 -0.281
## ROIERDSLPF:Timepoint0.5 -3.99293 23.94010 -0.167
## ROIERDSRPF:Timepoint0.5 -1.96309 23.94010 -0.082
## ROIERDSC4:Timepoint0.6 -11.68843 23.94010 -0.488
## ROIERDSFZ:Timepoint0.6 -10.90189 23.94010 -0.455
## ROIERDSLPF:Timepoint0.6 -13.86793 23.94010 -0.579
## ROIERDSRPF:Timepoint0.6 -6.17581 23.94010 -0.258
## ROIERDSC4:Timepoint0.7 -13.52801 23.94010 -0.565
## ROIERDSFZ:Timepoint0.7 -12.07140 23.94010 -0.504
## ROIERDSLPF:Timepoint0.7 -14.24355 23.94010 -0.595
## ROIERDSRPF:Timepoint0.7 -8.14279 23.94010 -0.340
## ROIERDSC4:Timepoint0.8 -20.78105 23.94010 -0.868
## ROIERDSFZ:Timepoint0.8 -18.62064 23.94010 -0.778
## ROIERDSLPF:Timepoint0.8 -23.63584 23.94010 -0.987
## ROIERDSRPF:Timepoint0.8 -13.49364 23.94010 -0.564
## ROIERDSC4:Timepoint0.9 -7.94029 23.94010 -0.332
## ROIERDSFZ:Timepoint0.9 -11.69758 23.94010 -0.489
## ROIERDSLPF:Timepoint0.9 -12.30486 23.94010 -0.514
## ROIERDSRPF:Timepoint0.9 -4.31310 23.94010 -0.180
## ROIERDSC4:Timepoint1 -4.40597 23.94010 -0.184
## ROIERDSFZ:Timepoint1 1.41570 23.94010 0.059
## ROIERDSLPF:Timepoint1 0.52201 23.94010 0.022
## ROIERDSRPF:Timepoint1 -0.68978 23.94010 -0.029
## ROIERDSC4:Timepoint1.1 -7.69744 23.94010 -0.322
## ROIERDSFZ:Timepoint1.1 28.21013 23.94010 1.178
## ROIERDSLPF:Timepoint1.1 21.60982 23.94010 0.903
## ROIERDSRPF:Timepoint1.1 -4.69020 23.94010 -0.196
## ROIERDSC4:Timepoint1.2 -5.67872 23.94010 -0.237
## ROIERDSFZ:Timepoint1.2 3.75771 23.94010 0.157
## ROIERDSLPF:Timepoint1.2 10.64334 23.94010 0.445
## ROIERDSRPF:Timepoint1.2 -1.66696 23.94010 -0.070
## ROIERDSC4:Timepoint1.3 0.67099 23.94010 0.028
## ROIERDSFZ:Timepoint1.3 -2.10539 23.94010 -0.088
## ROIERDSLPF:Timepoint1.3 0.90231 23.94010 0.038
## ROIERDSRPF:Timepoint1.3 6.32490 23.94010 0.264
## ROIERDSC4:Timepoint1.4 -8.12537 23.94010 -0.339
## ROIERDSFZ:Timepoint1.4 -11.57553 23.94010 -0.484
## ROIERDSLPF:Timepoint1.4 -2.61822 23.94010 -0.109
## ROIERDSRPF:Timepoint1.4 -0.48815 23.94010 -0.020
## ROIERDSC4:Timepoint1.5 -5.75111 23.94010 -0.240
## ROIERDSFZ:Timepoint1.5 -2.78407 23.94010 -0.116
## ROIERDSLPF:Timepoint1.5 7.79093 23.94010 0.325
## ROIERDSRPF:Timepoint1.5 0.42861 23.94010 0.018
## ROIERDSC4:Timepoint1.6 -3.65728 23.94010 -0.153
## ROIERDSFZ:Timepoint1.6 -1.28890 23.94010 -0.054
## ROIERDSLPF:Timepoint1.6 3.37373 23.94010 0.141
## ROIERDSRPF:Timepoint1.6 5.74371 23.94010 0.240
## ROIERDSC4:Timepoint1.7 -7.55709 23.94010 -0.316
## ROIERDSFZ:Timepoint1.7 -7.01803 23.94010 -0.293
## ROIERDSLPF:Timepoint1.7 2.19923 23.94010 0.092
## ROIERDSRPF:Timepoint1.7 -0.43247 23.94010 -0.018
## ROIERDSC4:Timepoint1.8 -4.57209 23.94010 -0.191
## ROIERDSFZ:Timepoint1.8 -6.72050 23.94010 -0.281
## ROIERDSLPF:Timepoint1.8 -1.74464 23.94010 -0.073
## ROIERDSRPF:Timepoint1.8 -1.15584 23.94010 -0.048
## ROIERDSC4:Timepoint1.9 -11.72948 23.94010 -0.490
## ROIERDSFZ:Timepoint1.9 -6.68093 23.94010 -0.279
## ROIERDSLPF:Timepoint1.9 7.97191 23.94010 0.333
## ROIERDSRPF:Timepoint1.9 1.29207 23.94010 0.054
## ROIERDSC4:Timepoint2 -2.94341 23.94010 -0.123
## ROIERDSFZ:Timepoint2 0.13705 23.94010 0.006
## ROIERDSLPF:Timepoint2 17.30232 23.94010 0.723
## ROIERDSRPF:Timepoint2 0.66385 23.94010 0.028
## ROIERDSC4:Timepoint2.1 -2.71419 23.94010 -0.113
## ROIERDSFZ:Timepoint2.1 -4.49733 23.94010 -0.188
## ROIERDSLPF:Timepoint2.1 -1.55247 23.94010 -0.065
## ROIERDSRPF:Timepoint2.1 1.69433 23.94010 0.071
## ROIERDSC4:Timepoint2.2 -0.69846 23.94010 -0.029
## ROIERDSFZ:Timepoint2.2 -6.48174 23.94010 -0.271
## ROIERDSLPF:Timepoint2.2 -1.90056 23.94010 -0.079
## ROIERDSRPF:Timepoint2.2 -0.58137 23.94010 -0.024
## ROIERDSC4:Timepoint2.3 -4.27994 23.94010 -0.179
## ROIERDSFZ:Timepoint2.3 -5.87982 23.94010 -0.246
## ROIERDSLPF:Timepoint2.3 0.15950 23.94010 0.007
## ROIERDSRPF:Timepoint2.3 -2.41066 23.94010 -0.101
## ROIERDSC4:Timepoint2.4 -3.30650 23.94010 -0.138
## ROIERDSFZ:Timepoint2.4 -8.85295 23.94010 -0.370
## ROIERDSLPF:Timepoint2.4 -6.08041 23.94010 -0.254
## ROIERDSRPF:Timepoint2.4 -1.46025 23.94010 -0.061
## ROIERDSC4:Timepoint2.5 -0.78659 23.94010 -0.033
## ROIERDSFZ:Timepoint2.5 -2.78020 23.94010 -0.116
## ROIERDSLPF:Timepoint2.5 -2.11789 23.94010 -0.088
## ROIERDSRPF:Timepoint2.5 0.21982 23.94010 0.009
## ROIERDSC4:Timepoint2.6 -10.17016 23.94010 -0.425
## ROIERDSFZ:Timepoint2.6 -11.13913 23.94010 -0.465
## ROIERDSLPF:Timepoint2.6 -4.44947 23.94010 -0.186
## ROIERDSRPF:Timepoint2.6 -2.92702 23.94010 -0.122
## ROIERDSC4:Timepoint2.7 -5.15763 23.94010 -0.215
## ROIERDSFZ:Timepoint2.7 -2.81038 23.94010 -0.117
## ROIERDSLPF:Timepoint2.7 -0.54966 23.94010 -0.023
## ROIERDSRPF:Timepoint2.7 -4.90162 23.94010 -0.205
## ROIERDSC4:Timepoint2.8 -11.27877 23.94010 -0.471
## ROIERDSFZ:Timepoint2.8 11.72529 23.94010 0.490
## ROIERDSLPF:Timepoint2.8 10.94348 23.94010 0.457
## ROIERDSRPF:Timepoint2.8 -5.03364 23.94010 -0.210
## ROIERDSC4:Timepoint2.9 -9.50487 23.94010 -0.397
## ROIERDSFZ:Timepoint2.9 7.89375 23.94010 0.330
## ROIERDSLPF:Timepoint2.9 5.30949 23.94010 0.222
## ROIERDSRPF:Timepoint2.9 -2.00277 23.94010 -0.084
## ROIERDSC4:Timepoint3 -4.40231 23.94010 -0.184
## ROIERDSFZ:Timepoint3 -6.71049 23.94010 -0.280
## ROIERDSLPF:Timepoint3 -2.10874 23.94010 -0.088
## ROIERDSRPF:Timepoint3 -3.18542 23.94010 -0.133
## BlockB5:Handright:ROIERDSC4 8.51903 33.85642 0.252
## BlockB5:Handright:ROIERDSFZ 0.59695 33.85642 0.018
## BlockB5:Handright:ROIERDSLPF 1.70998 33.85642 0.051
## BlockB5:Handright:ROIERDSRPF 5.37144 33.85642 0.159
## BlockB5:Handright:Timepoint0.1 -4.66343 33.85642 -0.138
## BlockB5:Handright:Timepoint0.2 2.35704 33.85642 0.070
## BlockB5:Handright:Timepoint0.3 2.47701 33.85642 0.073
## BlockB5:Handright:Timepoint0.4 -0.54041 33.85642 -0.016
## BlockB5:Handright:Timepoint0.5 2.61079 33.85642 0.077
## BlockB5:Handright:Timepoint0.6 -2.45169 33.85642 -0.072
## BlockB5:Handright:Timepoint0.7 6.37773 33.85642 0.188
## BlockB5:Handright:Timepoint0.8 21.96624 33.85642 0.649
## BlockB5:Handright:Timepoint0.9 17.75801 33.85642 0.525
## BlockB5:Handright:Timepoint1 -2.23801 33.85642 -0.066
## BlockB5:Handright:Timepoint1.1 -7.53739 33.85642 -0.223
## BlockB5:Handright:Timepoint1.2 -34.65094 33.85642 -1.023
## BlockB5:Handright:Timepoint1.3 -36.00448 33.85642 -1.063
## BlockB5:Handright:Timepoint1.4 -20.39945 33.85642 -0.603
## BlockB5:Handright:Timepoint1.5 -9.95036 33.85642 -0.294
## BlockB5:Handright:Timepoint1.6 -5.12981 33.85642 -0.152
## BlockB5:Handright:Timepoint1.7 -8.11836 33.85642 -0.240
## BlockB5:Handright:Timepoint1.8 10.02366 33.85642 0.296
## BlockB5:Handright:Timepoint1.9 -1.00747 33.85642 -0.030
## BlockB5:Handright:Timepoint2 -0.78917 33.85642 -0.023
## BlockB5:Handright:Timepoint2.1 12.42835 33.85642 0.367
## BlockB5:Handright:Timepoint2.2 8.96708 33.85642 0.265
## BlockB5:Handright:Timepoint2.3 -11.15234 33.85642 -0.329
## BlockB5:Handright:Timepoint2.4 6.85906 33.85642 0.203
## BlockB5:Handright:Timepoint2.5 9.76696 33.85642 0.288
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## BlockB5:Handright:ROIERDSLPF:Timepoint0.8 -36.82051 47.88021 -0.769
## BlockB5:Handright:ROIERDSRPF:Timepoint0.8 -22.39596 47.88021 -0.468
## BlockB5:Handright:ROIERDSC4:Timepoint0.9 -21.40259 47.88021 -0.447
## BlockB5:Handright:ROIERDSFZ:Timepoint0.9 -16.00168 47.88021 -0.334
## BlockB5:Handright:ROIERDSLPF:Timepoint0.9 -20.41933 47.88021 -0.426
## BlockB5:Handright:ROIERDSRPF:Timepoint0.9 -27.29456 47.88021 -0.570
## BlockB5:Handright:ROIERDSC4:Timepoint1 -11.98777 47.88021 -0.250
## BlockB5:Handright:ROIERDSFZ:Timepoint1 11.62262 47.88021 0.243
## BlockB5:Handright:ROIERDSLPF:Timepoint1 4.02964 47.88021 0.084
## BlockB5:Handright:ROIERDSRPF:Timepoint1 -15.64081 47.88021 -0.327
## BlockB5:Handright:ROIERDSC4:Timepoint1.1 -13.40413 47.88021 -0.280
## BlockB5:Handright:ROIERDSFZ:Timepoint1.1 41.40804 47.88021 0.865
## BlockB5:Handright:ROIERDSLPF:Timepoint1.1 31.60580 47.88021 0.660
## BlockB5:Handright:ROIERDSRPF:Timepoint1.1 -9.01312 47.88021 -0.188
## BlockB5:Handright:ROIERDSC4:Timepoint1.2 -0.88226 47.88021 -0.018
## BlockB5:Handright:ROIERDSFZ:Timepoint1.2 37.00167 47.88021 0.773
## BlockB5:Handright:ROIERDSLPF:Timepoint1.2 42.61018 47.88021 0.890
## BlockB5:Handright:ROIERDSRPF:Timepoint1.2 14.09771 47.88021 0.294
## BlockB5:Handright:ROIERDSC4:Timepoint1.3 -91.63868 47.88021 -1.914
## BlockB5:Handright:ROIERDSFZ:Timepoint1.3 37.04156 47.88021 0.774
## BlockB5:Handright:ROIERDSLPF:Timepoint1.3 23.69731 47.88021 0.495
## BlockB5:Handright:ROIERDSRPF:Timepoint1.3 4.97120 47.88021 0.104
## BlockB5:Handright:ROIERDSC4:Timepoint1.4 -16.16405 47.88021 -0.338
## BlockB5:Handright:ROIERDSFZ:Timepoint1.4 10.41074 47.88021 0.217
## BlockB5:Handright:ROIERDSLPF:Timepoint1.4 11.19921 47.88021 0.234
## BlockB5:Handright:ROIERDSRPF:Timepoint1.4 6.75760 47.88021 0.141
## BlockB5:Handright:ROIERDSC4:Timepoint1.5 -44.13428 47.88021 -0.922
## BlockB5:Handright:ROIERDSFZ:Timepoint1.5 11.17521 47.88021 0.233
## BlockB5:Handright:ROIERDSLPF:Timepoint1.5 9.44459 47.88021 0.197
## BlockB5:Handright:ROIERDSRPF:Timepoint1.5 -16.11650 47.88021 -0.337
## BlockB5:Handright:ROIERDSC4:Timepoint1.6 -18.83247 47.88021 -0.393
## BlockB5:Handright:ROIERDSFZ:Timepoint1.6 -0.51117 47.88021 -0.011
## BlockB5:Handright:ROIERDSLPF:Timepoint1.6 -8.17167 47.88021 -0.171
## BlockB5:Handright:ROIERDSRPF:Timepoint1.6 -4.62319 47.88021 -0.097
## BlockB5:Handright:ROIERDSC4:Timepoint1.7 -39.58091 47.88021 -0.827
## BlockB5:Handright:ROIERDSFZ:Timepoint1.7 2.62579 47.88021 0.055
## BlockB5:Handright:ROIERDSLPF:Timepoint1.7 -2.76610 47.88021 -0.058
## BlockB5:Handright:ROIERDSRPF:Timepoint1.7 -11.93064 47.88021 -0.249
## BlockB5:Handright:ROIERDSC4:Timepoint1.8 -8.30141 47.88021 -0.173
## BlockB5:Handright:ROIERDSFZ:Timepoint1.8 0.81312 47.88021 0.017
## BlockB5:Handright:ROIERDSLPF:Timepoint1.8 -4.07188 47.88021 -0.085
## BlockB5:Handright:ROIERDSRPF:Timepoint1.8 -16.16067 47.88021 -0.338
## BlockB5:Handright:ROIERDSC4:Timepoint1.9 -9.43673 47.88021 -0.197
## BlockB5:Handright:ROIERDSFZ:Timepoint1.9 -2.10022 47.88021 -0.044
## BlockB5:Handright:ROIERDSLPF:Timepoint1.9 10.15341 47.88021 0.212
## BlockB5:Handright:ROIERDSRPF:Timepoint1.9 0.93879 47.88021 0.020
## BlockB5:Handright:ROIERDSC4:Timepoint2 88.56299 47.88021 1.850
## BlockB5:Handright:ROIERDSFZ:Timepoint2 15.60730 47.88021 0.326
## BlockB5:Handright:ROIERDSLPF:Timepoint2 16.50615 47.88021 0.345
## BlockB5:Handright:ROIERDSRPF:Timepoint2 29.46817 47.88021 0.615
## BlockB5:Handright:ROIERDSC4:Timepoint2.1 84.44871 47.88021 1.764
## BlockB5:Handright:ROIERDSFZ:Timepoint2.1 3.88456 47.88021 0.081
## BlockB5:Handright:ROIERDSLPF:Timepoint2.1 -6.15908 47.88021 -0.129
## BlockB5:Handright:ROIERDSRPF:Timepoint2.1 18.23928 47.88021 0.381
## BlockB5:Handright:ROIERDSC4:Timepoint2.2 -12.18647 47.88021 -0.255
## BlockB5:Handright:ROIERDSFZ:Timepoint2.2 -9.42424 47.88021 -0.197
## BlockB5:Handright:ROIERDSLPF:Timepoint2.2 -10.26921 47.88021 -0.214
## BlockB5:Handright:ROIERDSRPF:Timepoint2.2 -13.91532 47.88021 -0.291
## BlockB5:Handright:ROIERDSC4:Timepoint2.3 -6.12799 47.88021 -0.128
## BlockB5:Handright:ROIERDSFZ:Timepoint2.3 3.60998 47.88021 0.075
## BlockB5:Handright:ROIERDSLPF:Timepoint2.3 2.00726 47.88021 0.042
## BlockB5:Handright:ROIERDSRPF:Timepoint2.3 -5.14825 47.88021 -0.108
## BlockB5:Handright:ROIERDSC4:Timepoint2.4 -12.81643 47.88021 -0.268
## BlockB5:Handright:ROIERDSFZ:Timepoint2.4 -10.44695 47.88021 -0.218
## BlockB5:Handright:ROIERDSLPF:Timepoint2.4 -11.45551 47.88021 -0.239
## BlockB5:Handright:ROIERDSRPF:Timepoint2.4 2.82396 47.88021 0.059
## BlockB5:Handright:ROIERDSC4:Timepoint2.5 -19.09696 47.88021 -0.399
## BlockB5:Handright:ROIERDSFZ:Timepoint2.5 -3.40762 47.88021 -0.071
## BlockB5:Handright:ROIERDSLPF:Timepoint2.5 -17.76883 47.88021 -0.371
## BlockB5:Handright:ROIERDSRPF:Timepoint2.5 -9.00491 47.88021 -0.188
## BlockB5:Handright:ROIERDSC4:Timepoint2.6 -13.63695 47.88021 -0.285
## BlockB5:Handright:ROIERDSFZ:Timepoint2.6 -6.21679 47.88021 -0.130
## BlockB5:Handright:ROIERDSLPF:Timepoint2.6 -10.86231 47.88021 -0.227
## BlockB5:Handright:ROIERDSRPF:Timepoint2.6 -4.73297 47.88021 -0.099
## BlockB5:Handright:ROIERDSC4:Timepoint2.7 -11.57659 47.88021 -0.242
## BlockB5:Handright:ROIERDSFZ:Timepoint2.7 5.31065 47.88021 0.111
## BlockB5:Handright:ROIERDSLPF:Timepoint2.7 0.10878 47.88021 0.002
## BlockB5:Handright:ROIERDSRPF:Timepoint2.7 -6.48075 47.88021 -0.135
## BlockB5:Handright:ROIERDSC4:Timepoint2.8 -15.21839 47.88021 -0.318
## BlockB5:Handright:ROIERDSFZ:Timepoint2.8 15.26906 47.88021 0.319
## BlockB5:Handright:ROIERDSLPF:Timepoint2.8 7.36348 47.88021 0.154
## BlockB5:Handright:ROIERDSRPF:Timepoint2.8 -2.96028 47.88021 -0.062
## BlockB5:Handright:ROIERDSC4:Timepoint2.9 33.15334 47.88021 0.692
## BlockB5:Handright:ROIERDSFZ:Timepoint2.9 20.02723 47.88021 0.418
## BlockB5:Handright:ROIERDSLPF:Timepoint2.9 -0.25866 47.88021 -0.005
## BlockB5:Handright:ROIERDSRPF:Timepoint2.9 15.67357 47.88021 0.327
## BlockB5:Handright:ROIERDSC4:Timepoint3 -16.03691 47.88021 -0.335
## BlockB5:Handright:ROIERDSFZ:Timepoint3 6.85958 47.88021 0.143
## BlockB5:Handright:ROIERDSLPF:Timepoint3 5.94905 47.88021 0.124
## BlockB5:Handright:ROIERDSRPF:Timepoint3 6.79265 47.88021 0.142##
## Correlation matrix not shown by default, as p = 620 > 12.
## Use print(x, correlation=TRUE) or
## vcov(x) if you need itplot(m.mot.beta)
AIC (m.mot.alpha, m.mot.theta, m.mot.beta)## df AIC
## m.mot.alpha 622 161487.6
## m.mot.theta 622 168676.4
## m.mot.beta 622 167324.5#Model Post/Band ERDS Blocks
#Last button press Block 1
m.post.alpha <- lmer(Alpha ~ Block * Hand * ROI *Timepoint + (1|Subject), data = postwide_final)
Anova(m.post.alpha)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Alpha
## Chisq Df Pr(>Chisq)
## Block 161.0265 1 < 2.2e-16 ***
## Hand 0.0900 1 0.764147
## ROI 79.5757 4 < 2.2e-16 ***
## Timepoint 661.9984 26 < 2.2e-16 ***
## Block:Hand 2.3785 1 0.123017
## Block:ROI 71.3429 4 1.181e-14 ***
## Hand:ROI 3.5502 4 0.470286
## Block:Timepoint 105.7948 26 1.370e-11 ***
## Hand:Timepoint 61.7385 26 9.748e-05 ***
## ROI:Timepoint 117.3180 104 0.175541
## Block:Hand:ROI 1.0380 4 0.903987
## Block:Hand:Timepoint 46.4714 26 0.008076 **
## Block:ROI:Timepoint 65.9890 104 0.998657
## Hand:ROI:Timepoint 53.9451 104 0.999988
## Block:Hand:ROI:Timepoint 40.3052 104 1.000000
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary(m.post.alpha)## Linear mixed model fit by REML ['lmerMod']
## Formula: Alpha ~ Block * Hand * ROI * Timepoint + (1 | Subject)
## Data: postwide_final
##
## REML criterion at convergence: 153065.6
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.023 -0.396 -0.091 0.242 42.632
##
## Random effects:
## Groups Name Variance Std.Dev.
## Subject (Intercept) 743.4 27.27
## Residual 6843.4 82.73
## Number of obs: 13500, groups: Subject, 25
##
## Fixed effects:
## Estimate Std. Error t value
## (Intercept) -1.56888 17.42054 -0.090
## BlockB5 15.96885 23.39818 0.682
## Handright -3.72961 23.39818 -0.159
## ROIERDSC4 -7.45412 23.39818 -0.319
## ROIERDSFZ 4.44136 23.39818 0.190
## ROIERDSLPF -0.65292 23.39818 -0.028
## ROIERDSRPF -1.67046 23.39818 -0.071
## Timepoint0 -5.22151 23.39818 -0.223
## Timepoint0.1 33.00249 23.39818 1.410
## Timepoint0.2 16.87625 23.39818 0.721
## Timepoint0.3 12.99981 23.39818 0.556
## Timepoint0.4 11.50973 23.39818 0.492
## Timepoint0.5 18.92548 23.39818 0.809
## Timepoint0.6 39.51038 23.39818 1.689
## Timepoint0.7 24.26567 23.39818 1.037
## Timepoint0.8 21.20428 23.39818 0.906
## Timepoint0.9 18.25319 23.39818 0.780
## Timepoint1 24.58781 23.39818 1.051
## Timepoint1.1 32.94705 23.39818 1.408
## Timepoint1.2 37.57846 23.39818 1.606
## Timepoint1.3 38.40884 23.39818 1.642
## Timepoint1.4 25.59055 23.39818 1.094
## Timepoint1.5 21.40188 23.39818 0.915
## Timepoint1.6 21.54016 23.39818 0.921
## Timepoint1.7 26.21940 23.39818 1.121
## Timepoint1.8 28.31473 23.39818 1.210
## Timepoint1.9 36.31806 23.39818 1.552
## Timepoint2 43.48924 23.39818 1.859
## Timepoint2.1 32.94871 23.39818 1.408
## Timepoint2.2 27.40813 23.39818 1.171
## Timepoint2.3 33.91401 23.39818 1.449
## Timepoint2.4 103.13626 23.39818 4.408
## Timepoint2.5 45.30500 23.39818 1.936
## BlockB5:Handright -9.20362 33.09002 -0.278
## BlockB5:ROIERDSC4 2.02131 33.09002 0.061
## BlockB5:ROIERDSFZ -4.03076 33.09002 -0.122
## BlockB5:ROIERDSLPF -3.77421 33.09002 -0.114
## BlockB5:ROIERDSRPF -2.20837 33.09002 -0.067
## Handright:ROIERDSC4 14.35012 33.09002 0.434
## Handright:ROIERDSFZ 3.48318 33.09002 0.105
## Handright:ROIERDSLPF 3.01819 33.09002 0.091
## Handright:ROIERDSRPF 4.20017 33.09002 0.127
## BlockB5:Timepoint0 -6.12214 33.09002 -0.185
## BlockB5:Timepoint0.1 -30.28041 33.09002 -0.915
## BlockB5:Timepoint0.2 -10.49694 33.09002 -0.317
## BlockB5:Timepoint0.3 -9.21295 33.09002 -0.278
## BlockB5:Timepoint0.4 -4.06577 33.09002 -0.123
## BlockB5:Timepoint0.5 6.06689 33.09002 0.183
## BlockB5:Timepoint0.6 1.99251 33.09002 0.060
## BlockB5:Timepoint0.7 28.05581 33.09002 0.848
## BlockB5:Timepoint0.8 36.06141 33.09002 1.090
## BlockB5:Timepoint0.9 32.47058 33.09002 0.981
## BlockB5:Timepoint1 45.16772 33.09002 1.365
## BlockB5:Timepoint1.1 22.54964 33.09002 0.681
## BlockB5:Timepoint1.2 24.03528 33.09002 0.726
## BlockB5:Timepoint1.3 7.94626 33.09002 0.240
## BlockB5:Timepoint1.4 10.84154 33.09002 0.328
## BlockB5:Timepoint1.5 47.36161 33.09002 1.431
## BlockB5:Timepoint1.6 26.73021 33.09002 0.808
## BlockB5:Timepoint1.7 27.11171 33.09002 0.819
## BlockB5:Timepoint1.8 21.98600 33.09002 0.664
## BlockB5:Timepoint1.9 -10.04591 33.09002 -0.304
## BlockB5:Timepoint2 -22.17011 33.09002 -0.670
## BlockB5:Timepoint2.1 -12.52148 33.09002 -0.378
## BlockB5:Timepoint2.2 -11.32720 33.09002 -0.342
## BlockB5:Timepoint2.3 -5.59506 33.09002 -0.169
## BlockB5:Timepoint2.4 -28.43104 33.09002 -0.859
## BlockB5:Timepoint2.5 -3.74602 33.09002 -0.113
## Handright:Timepoint0 24.92532 33.09002 0.753
## Handright:Timepoint0.1 -4.27325 33.09002 -0.129
## Handright:Timepoint0.2 2.90980 33.09002 0.088
## Handright:Timepoint0.3 6.79985 33.09002 0.205
## Handright:Timepoint0.4 4.83957 33.09002 0.146
## Handright:Timepoint0.5 -7.39356 33.09002 -0.223
## Handright:Timepoint0.6 -0.33073 33.09002 -0.010
## Handright:Timepoint0.7 -3.82157 33.09002 -0.115
## Handright:Timepoint0.8 -7.18122 33.09002 -0.217
## Handright:Timepoint0.9 7.77891 33.09002 0.235
## Handright:Timepoint1 18.47012 33.09002 0.558
## Handright:Timepoint1.1 1.28305 33.09002 0.039
## Handright:Timepoint1.2 -10.91929 33.09002 -0.330
## Handright:Timepoint1.3 -2.42275 33.09002 -0.073
## Handright:Timepoint1.4 18.36241 33.09002 0.555
## Handright:Timepoint1.5 15.90881 33.09002 0.481
## Handright:Timepoint1.6 14.37519 33.09002 0.434
## Handright:Timepoint1.7 12.48668 33.09002 0.377
## Handright:Timepoint1.8 1.23923 33.09002 0.037
## Handright:Timepoint1.9 -21.94139 33.09002 -0.663
## Handright:Timepoint2 -20.36560 33.09002 -0.615
## Handright:Timepoint2.1 -6.50001 33.09002 -0.196
## Handright:Timepoint2.2 12.09683 33.09002 0.366
## Handright:Timepoint2.3 -4.91282 33.09002 -0.148
## Handright:Timepoint2.4 -14.46471 33.09002 -0.437
## Handright:Timepoint2.5 -6.76667 33.09002 -0.204
## ROIERDSC4:Timepoint0 10.12802 33.09002 0.306
## ROIERDSFZ:Timepoint0 6.16963 33.09002 0.186
## ROIERDSLPF:Timepoint0 1.97214 33.09002 0.060
## ROIERDSRPF:Timepoint0 1.47378 33.09002 0.045
## ROIERDSC4:Timepoint0.1 15.98567 33.09002 0.483
## ROIERDSFZ:Timepoint0.1 -3.59943 33.09002 -0.109
## ROIERDSLPF:Timepoint0.1 -10.48032 33.09002 -0.317
## ROIERDSRPF:Timepoint0.1 -7.44358 33.09002 -0.225
## ROIERDSC4:Timepoint0.2 7.38138 33.09002 0.223
## ROIERDSFZ:Timepoint0.2 5.69186 33.09002 0.172
## ROIERDSLPF:Timepoint0.2 7.69082 33.09002 0.232
## ROIERDSRPF:Timepoint0.2 -1.05343 33.09002 -0.032
## ROIERDSC4:Timepoint0.3 14.79932 33.09002 0.447
## ROIERDSFZ:Timepoint0.3 0.75060 33.09002 0.023
## ROIERDSLPF:Timepoint0.3 0.38929 33.09002 0.012
## ROIERDSRPF:Timepoint0.3 4.46317 33.09002 0.135
## ROIERDSC4:Timepoint0.4 7.44721 33.09002 0.225
## ROIERDSFZ:Timepoint0.4 0.60758 33.09002 0.018
## ROIERDSLPF:Timepoint0.4 -0.88315 33.09002 -0.027
## ROIERDSRPF:Timepoint0.4 1.76802 33.09002 0.053
## ROIERDSC4:Timepoint0.5 1.15519 33.09002 0.035
## ROIERDSFZ:Timepoint0.5 -7.20567 33.09002 -0.218
## ROIERDSLPF:Timepoint0.5 -16.11942 33.09002 -0.487
## ROIERDSRPF:Timepoint0.5 -3.32200 33.09002 -0.100
## ROIERDSC4:Timepoint0.6 -12.55648 33.09002 -0.379
## ROIERDSFZ:Timepoint0.6 -19.41656 33.09002 -0.587
## ROIERDSLPF:Timepoint0.6 -26.53092 33.09002 -0.802
## ROIERDSRPF:Timepoint0.6 -11.18969 33.09002 -0.338
## ROIERDSC4:Timepoint0.7 5.64683 33.09002 0.171
## ROIERDSFZ:Timepoint0.7 -1.06944 33.09002 -0.032
## ROIERDSLPF:Timepoint0.7 -8.95389 33.09002 -0.271
## ROIERDSRPF:Timepoint0.7 -4.07984 33.09002 -0.123
## ROIERDSC4:Timepoint0.8 12.41620 33.09002 0.375
## ROIERDSFZ:Timepoint0.8 5.60065 33.09002 0.169
## ROIERDSLPF:Timepoint0.8 1.27843 33.09002 0.039
## ROIERDSRPF:Timepoint0.8 -0.27602 33.09002 -0.008
## ROIERDSC4:Timepoint0.9 16.16975 33.09002 0.489
## ROIERDSFZ:Timepoint0.9 1.32582 33.09002 0.040
## ROIERDSLPF:Timepoint0.9 -5.17543 33.09002 -0.156
## ROIERDSRPF:Timepoint0.9 2.10148 33.09002 0.064
## ROIERDSC4:Timepoint1 2.50392 33.09002 0.076
## ROIERDSFZ:Timepoint1 -11.28365 33.09002 -0.341
## ROIERDSLPF:Timepoint1 -12.25293 33.09002 -0.370
## ROIERDSRPF:Timepoint1 -6.22902 33.09002 -0.188
## ROIERDSC4:Timepoint1.1 -2.37431 33.09002 -0.072
## ROIERDSFZ:Timepoint1.1 0.74148 33.09002 0.022
## ROIERDSLPF:Timepoint1.1 3.50625 33.09002 0.106
## ROIERDSRPF:Timepoint1.1 -1.02795 33.09002 -0.031
## ROIERDSC4:Timepoint1.2 7.33970 33.09002 0.222
## ROIERDSFZ:Timepoint1.2 11.52214 33.09002 0.348
## ROIERDSLPF:Timepoint1.2 2.21544 33.09002 0.067
## ROIERDSRPF:Timepoint1.2 2.47625 33.09002 0.075
## ROIERDSC4:Timepoint1.3 3.98571 33.09002 0.120
## ROIERDSFZ:Timepoint1.3 -7.52416 33.09002 -0.227
## ROIERDSLPF:Timepoint1.3 -11.94200 33.09002 -0.361
## ROIERDSRPF:Timepoint1.3 0.31836 33.09002 0.010
## ROIERDSC4:Timepoint1.4 18.09491 33.09002 0.547
## ROIERDSFZ:Timepoint1.4 -2.88210 33.09002 -0.087
## ROIERDSLPF:Timepoint1.4 16.02944 33.09002 0.484
## ROIERDSRPF:Timepoint1.4 15.20391 33.09002 0.459
## ROIERDSC4:Timepoint1.5 11.65055 33.09002 0.352
## ROIERDSFZ:Timepoint1.5 -0.82188 33.09002 -0.025
## ROIERDSLPF:Timepoint1.5 11.30048 33.09002 0.342
## ROIERDSRPF:Timepoint1.5 8.10460 33.09002 0.245
## ROIERDSC4:Timepoint1.6 11.15121 33.09002 0.337
## ROIERDSFZ:Timepoint1.6 3.19759 33.09002 0.097
## ROIERDSLPF:Timepoint1.6 7.17224 33.09002 0.217
## ROIERDSRPF:Timepoint1.6 5.19495 33.09002 0.157
## ROIERDSC4:Timepoint1.7 3.91397 33.09002 0.118
## ROIERDSFZ:Timepoint1.7 1.07761 33.09002 0.033
## ROIERDSLPF:Timepoint1.7 2.14461 33.09002 0.065
## ROIERDSRPF:Timepoint1.7 1.96046 33.09002 0.059
## ROIERDSC4:Timepoint1.8 8.63450 33.09002 0.261
## ROIERDSFZ:Timepoint1.8 -4.98756 33.09002 -0.151
## ROIERDSLPF:Timepoint1.8 -1.41023 33.09002 -0.043
## ROIERDSRPF:Timepoint1.8 5.33471 33.09002 0.161
## ROIERDSC4:Timepoint1.9 9.34217 33.09002 0.282
## ROIERDSFZ:Timepoint1.9 2.88094 33.09002 0.087
## ROIERDSLPF:Timepoint1.9 9.45595 33.09002 0.286
## ROIERDSRPF:Timepoint1.9 0.09950 33.09002 0.003
## ROIERDSC4:Timepoint2 8.39080 33.09002 0.254
## ROIERDSFZ:Timepoint2 -11.49888 33.09002 -0.348
## ROIERDSLPF:Timepoint2 -8.27698 33.09002 -0.250
## ROIERDSRPF:Timepoint2 -4.14589 33.09002 -0.125
## ROIERDSC4:Timepoint2.1 14.98535 33.09002 0.453
## ROIERDSFZ:Timepoint2.1 1.63504 33.09002 0.049
## ROIERDSLPF:Timepoint2.1 5.21879 33.09002 0.158
## ROIERDSRPF:Timepoint2.1 1.72748 33.09002 0.052
## ROIERDSC4:Timepoint2.2 14.76144 33.09002 0.446
## ROIERDSFZ:Timepoint2.2 -2.54013 33.09002 -0.077
## ROIERDSLPF:Timepoint2.2 -0.35843 33.09002 -0.011
## ROIERDSRPF:Timepoint2.2 2.17139 33.09002 0.066
## ROIERDSC4:Timepoint2.3 6.36182 33.09002 0.192
## ROIERDSFZ:Timepoint2.3 8.50809 33.09002 0.257
## ROIERDSLPF:Timepoint2.3 6.90811 33.09002 0.209
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## BlockB5:ROIERDSRPF:Timepoint2.5 -3.32361 46.79636 -0.071
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## Handright:ROIERDSLPF:Timepoint0.1 7.87546 46.79636 0.168
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## Handright:ROIERDSLPF:Timepoint0.3 9.13891 46.79636 0.195
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## Handright:ROIERDSRPF:Timepoint1 3.49848 46.79636 0.075
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## Handright:ROIERDSRPF:Timepoint1.2 -4.67115 46.79636 -0.100
## Handright:ROIERDSC4:Timepoint1.3 8.17171 46.79636 0.175
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## Handright:ROIERDSLPF:Timepoint1.3 16.46662 46.79636 0.352
## Handright:ROIERDSRPF:Timepoint1.3 3.95172 46.79636 0.084
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## Handright:ROIERDSRPF:Timepoint1.4 -20.33750 46.79636 -0.435
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## Handright:ROIERDSLPF:Timepoint2.5 18.58908 46.79636 0.397
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## BlockB5:Handright:ROIERDSLPF:Timepoint0.3 3.68033 66.18005 0.056
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## BlockB5:Handright:ROIERDSLPF:Timepoint0.6 16.26463 66.18005 0.246
## BlockB5:Handright:ROIERDSRPF:Timepoint0.6 21.63620 66.18005 0.327
## BlockB5:Handright:ROIERDSC4:Timepoint0.7 48.77174 66.18005 0.737
## BlockB5:Handright:ROIERDSFZ:Timepoint0.7 31.27597 66.18005 0.473
## BlockB5:Handright:ROIERDSLPF:Timepoint0.7 19.91459 66.18005 0.301
## BlockB5:Handright:ROIERDSRPF:Timepoint0.7 9.30506 66.18005 0.141
## BlockB5:Handright:ROIERDSC4:Timepoint0.8 46.32103 66.18005 0.700
## BlockB5:Handright:ROIERDSFZ:Timepoint0.8 21.23253 66.18005 0.321
## BlockB5:Handright:ROIERDSLPF:Timepoint0.8 13.07179 66.18005 0.198
## BlockB5:Handright:ROIERDSRPF:Timepoint0.8 9.66131 66.18005 0.146
## BlockB5:Handright:ROIERDSC4:Timepoint0.9 36.88491 66.18005 0.557
## BlockB5:Handright:ROIERDSFZ:Timepoint0.9 7.06500 66.18005 0.107
## BlockB5:Handright:ROIERDSLPF:Timepoint0.9 10.45288 66.18005 0.158
## BlockB5:Handright:ROIERDSRPF:Timepoint0.9 7.21102 66.18005 0.109
## BlockB5:Handright:ROIERDSC4:Timepoint1 5.98371 66.18005 0.090
## BlockB5:Handright:ROIERDSFZ:Timepoint1 20.83726 66.18005 0.315
## BlockB5:Handright:ROIERDSLPF:Timepoint1 19.27985 66.18005 0.291
## BlockB5:Handright:ROIERDSRPF:Timepoint1 12.06706 66.18005 0.182
## BlockB5:Handright:ROIERDSC4:Timepoint1.1 -13.28626 66.18005 -0.201
## BlockB5:Handright:ROIERDSFZ:Timepoint1.1 30.46715 66.18005 0.460
## BlockB5:Handright:ROIERDSLPF:Timepoint1.1 18.23285 66.18005 0.276
## BlockB5:Handright:ROIERDSRPF:Timepoint1.1 6.34284 66.18005 0.096
## BlockB5:Handright:ROIERDSC4:Timepoint1.2 -132.48815 66.18005 -2.002
## BlockB5:Handright:ROIERDSFZ:Timepoint1.2 5.00877 66.18005 0.076
## BlockB5:Handright:ROIERDSLPF:Timepoint1.2 -1.22453 66.18005 -0.019
## BlockB5:Handright:ROIERDSRPF:Timepoint1.2 -33.35182 66.18005 -0.504
## BlockB5:Handright:ROIERDSC4:Timepoint1.3 -67.59108 66.18005 -1.021
## BlockB5:Handright:ROIERDSFZ:Timepoint1.3 6.24862 66.18005 0.094
## BlockB5:Handright:ROIERDSLPF:Timepoint1.3 -9.02543 66.18005 -0.136
## BlockB5:Handright:ROIERDSRPF:Timepoint1.3 -15.33289 66.18005 -0.232
## BlockB5:Handright:ROIERDSC4:Timepoint1.4 0.37686 66.18005 0.006
## BlockB5:Handright:ROIERDSFZ:Timepoint1.4 29.00624 66.18005 0.438
## BlockB5:Handright:ROIERDSLPF:Timepoint1.4 37.10233 66.18005 0.561
## BlockB5:Handright:ROIERDSRPF:Timepoint1.4 17.58912 66.18005 0.266
## BlockB5:Handright:ROIERDSC4:Timepoint1.5 -10.86787 66.18005 -0.164
## BlockB5:Handright:ROIERDSFZ:Timepoint1.5 23.62266 66.18005 0.357
## BlockB5:Handright:ROIERDSLPF:Timepoint1.5 8.70040 66.18005 0.131
## BlockB5:Handright:ROIERDSRPF:Timepoint1.5 7.71225 66.18005 0.117
## BlockB5:Handright:ROIERDSC4:Timepoint1.6 -6.02653 66.18005 -0.091
## BlockB5:Handright:ROIERDSFZ:Timepoint1.6 11.68672 66.18005 0.177
## BlockB5:Handright:ROIERDSLPF:Timepoint1.6 -17.32434 66.18005 -0.262
## BlockB5:Handright:ROIERDSRPF:Timepoint1.6 -4.36377 66.18005 -0.066
## BlockB5:Handright:ROIERDSC4:Timepoint1.7 -31.90472 66.18005 -0.482
## BlockB5:Handright:ROIERDSFZ:Timepoint1.7 5.30138 66.18005 0.080
## BlockB5:Handright:ROIERDSLPF:Timepoint1.7 -19.42392 66.18005 -0.294
## BlockB5:Handright:ROIERDSRPF:Timepoint1.7 -5.33024 66.18005 -0.081
## BlockB5:Handright:ROIERDSC4:Timepoint1.8 9.58795 66.18005 0.145
## BlockB5:Handright:ROIERDSFZ:Timepoint1.8 21.67276 66.18005 0.327
## BlockB5:Handright:ROIERDSLPF:Timepoint1.8 2.35583 66.18005 0.036
## BlockB5:Handright:ROIERDSRPF:Timepoint1.8 11.17814 66.18005 0.169
## BlockB5:Handright:ROIERDSC4:Timepoint1.9 8.10363 66.18005 0.122
## BlockB5:Handright:ROIERDSFZ:Timepoint1.9 16.38414 66.18005 0.248
## BlockB5:Handright:ROIERDSLPF:Timepoint1.9 12.05031 66.18005 0.182
## BlockB5:Handright:ROIERDSRPF:Timepoint1.9 -2.79161 66.18005 -0.042
## BlockB5:Handright:ROIERDSC4:Timepoint2 78.58735 66.18005 1.187
## BlockB5:Handright:ROIERDSFZ:Timepoint2 3.68453 66.18005 0.056
## BlockB5:Handright:ROIERDSLPF:Timepoint2 -2.65779 66.18005 -0.040
## BlockB5:Handright:ROIERDSRPF:Timepoint2 2.61873 66.18005 0.040
## BlockB5:Handright:ROIERDSC4:Timepoint2.1 101.50569 66.18005 1.534
## BlockB5:Handright:ROIERDSFZ:Timepoint2.1 9.44323 66.18005 0.143
## BlockB5:Handright:ROIERDSLPF:Timepoint2.1 -1.27319 66.18005 -0.019
## BlockB5:Handright:ROIERDSRPF:Timepoint2.1 21.71593 66.18005 0.328
## BlockB5:Handright:ROIERDSC4:Timepoint2.2 68.40877 66.18005 1.034
## BlockB5:Handright:ROIERDSFZ:Timepoint2.2 18.50083 66.18005 0.280
## BlockB5:Handright:ROIERDSLPF:Timepoint2.2 9.63104 66.18005 0.146
## BlockB5:Handright:ROIERDSRPF:Timepoint2.2 14.74523 66.18005 0.223
## BlockB5:Handright:ROIERDSC4:Timepoint2.3 0.12999 66.18005 0.002
## BlockB5:Handright:ROIERDSFZ:Timepoint2.3 12.55014 66.18005 0.190
## BlockB5:Handright:ROIERDSLPF:Timepoint2.3 -1.64850 66.18005 -0.025
## BlockB5:Handright:ROIERDSRPF:Timepoint2.3 -9.07996 66.18005 -0.137
## BlockB5:Handright:ROIERDSC4:Timepoint2.4 29.97126 66.18005 0.453
## BlockB5:Handright:ROIERDSFZ:Timepoint2.4 -9.23383 66.18005 -0.140
## BlockB5:Handright:ROIERDSLPF:Timepoint2.4 -39.31951 66.18005 -0.594
## BlockB5:Handright:ROIERDSRPF:Timepoint2.4 18.74893 66.18005 0.283
## BlockB5:Handright:ROIERDSC4:Timepoint2.5 1.82056 66.18005 0.028
## BlockB5:Handright:ROIERDSFZ:Timepoint2.5 4.88591 66.18005 0.074
## BlockB5:Handright:ROIERDSLPF:Timepoint2.5 -16.52683 66.18005 -0.250
## BlockB5:Handright:ROIERDSRPF:Timepoint2.5 6.96765 66.18005 0.105##
## Correlation matrix not shown by default, as p = 540 > 12.
## Use print(x, correlation=TRUE) or
## vcov(x) if you need itplot(m.post.alpha)
m.post.theta <- lmer(Theta ~ Block * Hand * ROI *Timepoint + (1|Subject), data = postwide_final)
Anova(m.post.theta)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Theta
## Chisq Df Pr(>Chisq)
## Block 48.9905 1 2.572e-12 ***
## Hand 0.4721 1 0.4920232
## ROI 183.8760 4 < 2.2e-16 ***
## Timepoint 1556.5827 26 < 2.2e-16 ***
## Block:Hand 0.1397 1 0.7085799
## Block:ROI 120.9629 4 < 2.2e-16 ***
## Hand:ROI 1.5265 4 0.8219350
## Block:Timepoint 74.2700 26 1.555e-06 ***
## Hand:Timepoint 56.5264 26 0.0004825 ***
## ROI:Timepoint 197.6234 104 8.662e-08 ***
## Block:Hand:ROI 4.0742 4 0.3960534
## Block:Hand:Timepoint 57.5060 26 0.0003595 ***
## Block:ROI:Timepoint 103.7133 104 0.4894840
## Hand:ROI:Timepoint 26.3620 104 1.0000000
## Block:Hand:ROI:Timepoint 33.6989 104 1.0000000
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary(m.post.theta)## Linear mixed model fit by REML ['lmerMod']
## Formula: Theta ~ Block * Hand * ROI * Timepoint + (1 | Subject)
## Data: postwide_final
##
## REML criterion at convergence: 150029.3
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -3.4048 -0.4228 -0.0873 0.2566 28.3263
##
## Random effects:
## Groups Name Variance Std.Dev.
## Subject (Intercept) 736.8 27.14
## Residual 5411.9 73.57
## Number of obs: 13500, groups: Subject, 25
##
## Fixed effects:
## Estimate Std. Error t value
## (Intercept) -5.6456 15.6827 -0.360
## BlockB5 6.1071 20.8075 0.294
## Handright -3.9519 20.8075 -0.190
## ROIERDSC4 -5.3156 20.8075 -0.255
## ROIERDSFZ -0.4315 20.8075 -0.021
## ROIERDSLPF 1.4594 20.8075 0.070
## ROIERDSRPF -0.7754 20.8075 -0.037
## Timepoint0 8.9708 20.8075 0.431
## Timepoint0.1 38.8006 20.8075 1.865
## Timepoint0.2 35.8649 20.8075 1.724
## Timepoint0.3 23.2036 20.8075 1.115
## Timepoint0.4 20.0530 20.8075 0.964
## Timepoint0.5 20.8246 20.8075 1.001
## Timepoint0.6 15.8342 20.8075 0.761
## Timepoint0.7 1.6310 20.8075 0.078
## Timepoint0.8 2.4928 20.8075 0.120
## Timepoint0.9 0.3770 20.8075 0.018
## Timepoint1 6.1204 20.8075 0.294
## Timepoint1.1 29.4682 20.8075 1.416
## Timepoint1.2 43.8547 20.8075 2.108
## Timepoint1.3 46.3596 20.8075 2.228
## Timepoint1.4 39.4624 20.8075 1.897
## Timepoint1.5 24.3039 20.8075 1.168
## Timepoint1.6 17.1978 20.8075 0.827
## Timepoint1.7 16.5720 20.8075 0.796
## Timepoint1.8 19.1987 20.8075 0.923
## Timepoint1.9 32.4477 20.8075 1.559
## Timepoint2 27.7049 20.8075 1.331
## Timepoint2.1 30.5961 20.8075 1.470
## Timepoint2.2 22.3739 20.8075 1.075
## Timepoint2.3 40.7577 20.8075 1.959
## Timepoint2.4 139.2214 20.8075 6.691
## Timepoint2.5 81.2254 20.8075 3.904
## BlockB5:Handright 4.3381 29.4263 0.147
## BlockB5:ROIERDSC4 4.2114 29.4263 0.143
## BlockB5:ROIERDSFZ 0.1817 29.4263 0.006
## BlockB5:ROIERDSLPF -2.5173 29.4263 -0.086
## BlockB5:ROIERDSRPF 1.0877 29.4263 0.037
## Handright:ROIERDSC4 4.8285 29.4263 0.164
## Handright:ROIERDSFZ -1.4476 29.4263 -0.049
## Handright:ROIERDSLPF -1.7848 29.4263 -0.061
## Handright:ROIERDSRPF 2.4805 29.4263 0.084
## BlockB5:Timepoint0 -10.2243 29.4263 -0.347
## BlockB5:Timepoint0.1 -25.2080 29.4263 -0.857
## BlockB5:Timepoint0.2 -19.0210 29.4263 -0.646
## BlockB5:Timepoint0.3 -6.5267 29.4263 -0.222
## BlockB5:Timepoint0.4 -2.5793 29.4263 -0.088
## BlockB5:Timepoint0.5 1.1738 29.4263 0.040
## BlockB5:Timepoint0.6 11.6241 29.4263 0.395
## BlockB5:Timepoint0.7 28.6981 29.4263 0.975
## BlockB5:Timepoint0.8 22.8250 29.4263 0.776
## BlockB5:Timepoint0.9 19.4828 29.4263 0.662
## BlockB5:Timepoint1 28.0903 29.4263 0.955
## BlockB5:Timepoint1.1 17.6849 29.4263 0.601
## BlockB5:Timepoint1.2 6.4582 29.4263 0.219
## BlockB5:Timepoint1.3 1.8223 29.4263 0.062
## BlockB5:Timepoint1.4 15.2227 29.4263 0.517
## BlockB5:Timepoint1.5 33.9385 29.4263 1.153
## BlockB5:Timepoint1.6 28.8393 29.4263 0.980
## BlockB5:Timepoint1.7 16.7739 29.4263 0.570
## BlockB5:Timepoint1.8 10.2279 29.4263 0.348
## BlockB5:Timepoint1.9 -13.1313 29.4263 -0.446
## BlockB5:Timepoint2 -9.8903 29.4263 -0.336
## BlockB5:Timepoint2.1 -10.1015 29.4263 -0.343
## BlockB5:Timepoint2.2 -11.4498 29.4263 -0.389
## BlockB5:Timepoint2.3 -10.0094 29.4263 -0.340
## BlockB5:Timepoint2.4 -16.6908 29.4263 -0.567
## BlockB5:Timepoint2.5 33.1310 29.4263 1.126
## Handright:Timepoint0 0.5259 29.4263 0.018
## Handright:Timepoint0.1 -1.2318 29.4263 -0.042
## Handright:Timepoint0.2 10.2874 29.4263 0.350
## Handright:Timepoint0.3 12.5360 29.4263 0.426
## Handright:Timepoint0.4 4.6242 29.4263 0.157
## Handright:Timepoint0.5 1.4009 29.4263 0.048
## Handright:Timepoint0.6 12.0843 29.4263 0.411
## Handright:Timepoint0.7 11.5989 29.4263 0.394
## Handright:Timepoint0.8 6.8979 29.4263 0.234
## Handright:Timepoint0.9 16.2828 29.4263 0.553
## Handright:Timepoint1 22.7990 29.4263 0.775
## Handright:Timepoint1.1 4.6076 29.4263 0.157
## Handright:Timepoint1.2 -5.1973 29.4263 -0.177
## Handright:Timepoint1.3 -4.4289 29.4263 -0.151
## Handright:Timepoint1.4 13.7706 29.4263 0.468
## Handright:Timepoint1.5 33.5210 29.4263 1.139
## Handright:Timepoint1.6 27.3049 29.4263 0.928
## Handright:Timepoint1.7 21.4398 29.4263 0.729
## Handright:Timepoint1.8 8.1722 29.4263 0.278
## Handright:Timepoint1.9 -16.7949 29.4263 -0.571
## Handright:Timepoint2 -11.4539 29.4263 -0.389
## Handright:Timepoint2.1 -11.5383 29.4263 -0.392
## Handright:Timepoint2.2 3.7717 29.4263 0.128
## Handright:Timepoint2.3 -6.7080 29.4263 -0.228
## Handright:Timepoint2.4 -13.1358 29.4263 -0.446
## Handright:Timepoint2.5 5.2217 29.4263 0.177
## ROIERDSC4:Timepoint0 2.6984 29.4263 0.092
## ROIERDSFZ:Timepoint0 -5.3163 29.4263 -0.181
## ROIERDSLPF:Timepoint0 -7.2766 29.4263 -0.247
## ROIERDSRPF:Timepoint0 -4.4346 29.4263 -0.151
## ROIERDSC4:Timepoint0.1 -1.1984 29.4263 -0.041
## ROIERDSFZ:Timepoint0.1 -18.3516 29.4263 -0.624
## ROIERDSLPF:Timepoint0.1 -16.0189 29.4263 -0.544
## ROIERDSRPF:Timepoint0.1 -12.6847 29.4263 -0.431
## ROIERDSC4:Timepoint0.2 -0.2440 29.4263 -0.008
## ROIERDSFZ:Timepoint0.2 -11.4567 29.4263 -0.389
## ROIERDSLPF:Timepoint0.2 -1.0021 29.4263 -0.034
## ROIERDSRPF:Timepoint0.2 -4.0806 29.4263 -0.139
## ROIERDSC4:Timepoint0.3 10.8783 29.4263 0.370
## ROIERDSFZ:Timepoint0.3 3.5680 29.4263 0.121
## ROIERDSLPF:Timepoint0.3 8.8086 29.4263 0.299
## ROIERDSRPF:Timepoint0.3 13.4522 29.4263 0.457
## ROIERDSC4:Timepoint0.4 7.8610 29.4263 0.267
## ROIERDSFZ:Timepoint0.4 12.0198 29.4263 0.408
## ROIERDSLPF:Timepoint0.4 9.5931 29.4263 0.326
## ROIERDSRPF:Timepoint0.4 13.9617 29.4263 0.474
## ROIERDSC4:Timepoint0.5 -0.2516 29.4263 -0.009
## ROIERDSFZ:Timepoint0.5 5.1485 29.4263 0.175
## ROIERDSLPF:Timepoint0.5 -4.4644 29.4263 -0.152
## ROIERDSRPF:Timepoint0.5 4.4302 29.4263 0.151
## ROIERDSC4:Timepoint0.6 4.4542 29.4263 0.151
## ROIERDSFZ:Timepoint0.6 -1.0793 29.4263 -0.037
## ROIERDSLPF:Timepoint0.6 -9.2280 29.4263 -0.314
## ROIERDSRPF:Timepoint0.6 3.2657 29.4263 0.111
## ROIERDSC4:Timepoint0.7 11.2969 29.4263 0.384
## ROIERDSFZ:Timepoint0.7 2.4950 29.4263 0.085
## ROIERDSLPF:Timepoint0.7 -3.2325 29.4263 -0.110
## ROIERDSRPF:Timepoint0.7 3.4147 29.4263 0.116
## ROIERDSC4:Timepoint0.8 10.7088 29.4263 0.364
## ROIERDSFZ:Timepoint0.8 2.9193 29.4263 0.099
## ROIERDSLPF:Timepoint0.8 -2.2980 29.4263 -0.078
## ROIERDSRPF:Timepoint0.8 2.3432 29.4263 0.080
## ROIERDSC4:Timepoint0.9 11.2016 29.4263 0.381
## ROIERDSFZ:Timepoint0.9 2.8729 29.4263 0.098
## ROIERDSLPF:Timepoint0.9 -4.1376 29.4263 -0.141
## ROIERDSRPF:Timepoint0.9 3.6293 29.4263 0.123
## ROIERDSC4:Timepoint1 1.0112 29.4263 0.034
## ROIERDSFZ:Timepoint1 -1.7829 29.4263 -0.061
## ROIERDSLPF:Timepoint1 -9.9490 29.4263 -0.338
## ROIERDSRPF:Timepoint1 -2.8874 29.4263 -0.098
## ROIERDSC4:Timepoint1.1 -20.5077 29.4263 -0.697
## ROIERDSFZ:Timepoint1.1 -10.8287 29.4263 -0.368
## ROIERDSLPF:Timepoint1.1 -11.6559 29.4263 -0.396
## ROIERDSRPF:Timepoint1.1 -7.8708 29.4263 -0.267
## ROIERDSC4:Timepoint1.2 -18.8854 29.4263 -0.642
## ROIERDSFZ:Timepoint1.2 -17.8230 29.4263 -0.606
## ROIERDSLPF:Timepoint1.2 -12.5700 29.4263 -0.427
## ROIERDSRPF:Timepoint1.2 -6.3402 29.4263 -0.215
## ROIERDSC4:Timepoint1.3 -13.8411 29.4263 -0.470
## ROIERDSFZ:Timepoint1.3 -24.9535 29.4263 -0.848
## ROIERDSLPF:Timepoint1.3 -8.9306 29.4263 -0.303
## ROIERDSRPF:Timepoint1.3 2.3179 29.4263 0.079
## ROIERDSC4:Timepoint1.4 -5.2209 29.4263 -0.177
## ROIERDSFZ:Timepoint1.4 -17.7464 29.4263 -0.603
## ROIERDSLPF:Timepoint1.4 19.1049 29.4263 0.649
## ROIERDSRPF:Timepoint1.4 22.5481 29.4263 0.766
## ROIERDSC4:Timepoint1.5 1.3605 29.4263 0.046
## ROIERDSFZ:Timepoint1.5 -4.2027 29.4263 -0.143
## ROIERDSLPF:Timepoint1.5 31.9257 29.4263 1.085
## ROIERDSRPF:Timepoint1.5 24.3939 29.4263 0.829
## ROIERDSC4:Timepoint1.6 -1.1599 29.4263 -0.039
## ROIERDSFZ:Timepoint1.6 2.6457 29.4263 0.090
## ROIERDSLPF:Timepoint1.6 22.5244 29.4263 0.765
## ROIERDSRPF:Timepoint1.6 17.2619 29.4263 0.587
## ROIERDSC4:Timepoint1.7 -9.1210 29.4263 -0.310
## ROIERDSFZ:Timepoint1.7 -6.8833 29.4263 -0.234
## ROIERDSLPF:Timepoint1.7 10.3841 29.4263 0.353
## ROIERDSRPF:Timepoint1.7 6.4149 29.4263 0.218
## ROIERDSC4:Timepoint1.8 -10.6848 29.4263 -0.363
## ROIERDSFZ:Timepoint1.8 -8.6473 29.4263 -0.294
## ROIERDSLPF:Timepoint1.8 7.8990 29.4263 0.268
## ROIERDSRPF:Timepoint1.8 2.4837 29.4263 0.084
## ROIERDSC4:Timepoint1.9 -12.9863 29.4263 -0.441
## ROIERDSFZ:Timepoint1.9 -11.8576 29.4263 -0.403
## ROIERDSLPF:Timepoint1.9 8.3572 29.4263 0.284
## ROIERDSRPF:Timepoint1.9 0.1308 29.4263 0.004
## ROIERDSC4:Timepoint2 -8.8288 29.4263 -0.300
## ROIERDSFZ:Timepoint2 -15.1998 29.4263 -0.517
## ROIERDSLPF:Timepoint2 4.7396 29.4263 0.161
## ROIERDSRPF:Timepoint2 1.5951 29.4263 0.054
## ROIERDSC4:Timepoint2.1 -14.8516 29.4263 -0.505
## ROIERDSFZ:Timepoint2.1 -20.4043 29.4263 -0.693
## ROIERDSLPF:Timepoint2.1 4.2182 29.4263 0.143
## ROIERDSRPF:Timepoint2.1 -0.4858 29.4263 -0.017
## ROIERDSC4:Timepoint2.2 -16.8821 29.4263 -0.574
## ROIERDSFZ:Timepoint2.2 -17.8198 29.4263 -0.606
## ROIERDSLPF:Timepoint2.2 4.0993 29.4263 0.139
## ROIERDSRPF:Timepoint2.2 2.4182 29.4263 0.082
## ROIERDSC4:Timepoint2.3 -23.1924 29.4263 -0.788
## ROIERDSFZ:Timepoint2.3 -19.9172 29.4263 -0.677
## ROIERDSLPF:Timepoint2.3 13.8396 29.4263 0.470
## ROIERDSRPF:Timepoint2.3 7.7197 29.4263 0.262
## ROIERDSC4:Timepoint2.4 -31.1553 29.4263 -1.059
## ROIERDSFZ:Timepoint2.4 -75.7737 29.4263 -2.575
## ROIERDSLPF:Timepoint2.4 52.2443 29.4263 1.775
## ROIERDSRPF:Timepoint2.4 69.9810 29.4263 2.378
## ROIERDSC4:Timepoint2.5 7.0045 29.4263 0.238
## ROIERDSFZ:Timepoint2.5 -42.8396 29.4263 -1.456
## ROIERDSLPF:Timepoint2.5 17.0746 29.4263 0.580
## ROIERDSRPF:Timepoint2.5 52.1004 29.4263 1.771
## BlockB5:Handright:ROIERDSC4 -6.4190 41.6150 -0.154
## BlockB5:Handright:ROIERDSFZ 1.7011 41.6150 0.041
## BlockB5:Handright:ROIERDSLPF 3.5617 41.6150 0.086
## BlockB5:Handright:ROIERDSRPF -0.9508 41.6150 -0.023
## BlockB5:Handright:Timepoint0 3.0624 41.6150 0.074
## BlockB5:Handright:Timepoint0.1 7.4641 41.6150 0.179
## BlockB5:Handright:Timepoint0.2 -0.2863 41.6150 -0.007
## BlockB5:Handright:Timepoint0.3 -6.7432 41.6150 -0.162
## BlockB5:Handright:Timepoint0.4 -4.7266 41.6150 -0.114
## BlockB5:Handright:Timepoint0.5 1.0913 41.6150 0.026
## BlockB5:Handright:Timepoint0.6 14.5392 41.6150 0.349
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## Handright:ROIERDSRPF:Timepoint0.1 4.6384 41.6150 0.111
## Handright:ROIERDSC4:Timepoint0.2 1.3929 41.6150 0.033
## Handright:ROIERDSFZ:Timepoint0.2 4.5621 41.6150 0.110
## Handright:ROIERDSLPF:Timepoint0.2 4.7442 41.6150 0.114
## Handright:ROIERDSRPF:Timepoint0.2 3.0905 41.6150 0.074
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## Handright:ROIERDSFZ:Timepoint0.3 2.3883 41.6150 0.057
## Handright:ROIERDSLPF:Timepoint0.3 12.8971 41.6150 0.310
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## Handright:ROIERDSFZ:Timepoint0.4 2.7230 41.6150 0.065
## Handright:ROIERDSLPF:Timepoint0.4 19.4997 41.6150 0.469
## Handright:ROIERDSRPF:Timepoint0.4 2.4371 41.6150 0.059
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## Handright:ROIERDSLPF:Timepoint0.8 6.7755 41.6150 0.163
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## Handright:ROIERDSC4:Timepoint1.1 4.3840 41.6150 0.105
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## Handright:ROIERDSC4:Timepoint1.2 2.5243 41.6150 0.061
## Handright:ROIERDSFZ:Timepoint1.2 1.6585 41.6150 0.040
## Handright:ROIERDSLPF:Timepoint1.2 14.3343 41.6150 0.344
## Handright:ROIERDSRPF:Timepoint1.2 0.8544 41.6150 0.021
## Handright:ROIERDSC4:Timepoint1.3 22.9646 41.6150 0.552
## Handright:ROIERDSFZ:Timepoint1.3 20.7966 41.6150 0.500
## Handright:ROIERDSLPF:Timepoint1.3 34.6210 41.6150 0.832
## Handright:ROIERDSRPF:Timepoint1.3 12.1158 41.6150 0.291
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## Handright:ROIERDSLPF:Timepoint1.4 6.6143 41.6150 0.159
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## Handright:ROIERDSLPF:Timepoint1.5 2.5292 41.6150 0.061
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## Handright:ROIERDSLPF:Timepoint1.7 10.6750 41.6150 0.257
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## Handright:ROIERDSLPF:Timepoint1.8 5.3153 41.6150 0.128
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## Handright:ROIERDSRPF:Timepoint1.9 2.8715 41.6150 0.069
## Handright:ROIERDSC4:Timepoint2 5.0790 41.6150 0.122
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## Handright:ROIERDSRPF:Timepoint2 -2.3459 41.6150 -0.056
## Handright:ROIERDSC4:Timepoint2.1 5.5553 41.6150 0.133
## Handright:ROIERDSFZ:Timepoint2.1 7.2000 41.6150 0.173
## Handright:ROIERDSLPF:Timepoint2.1 -1.0007 41.6150 -0.024
## Handright:ROIERDSRPF:Timepoint2.1 -2.3710 41.6150 -0.057
## Handright:ROIERDSC4:Timepoint2.2 4.1290 41.6150 0.099
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## Handright:ROIERDSLPF:Timepoint2.2 1.0455 41.6150 0.025
## Handright:ROIERDSRPF:Timepoint2.2 -5.1139 41.6150 -0.123
## Handright:ROIERDSC4:Timepoint2.3 4.6880 41.6150 0.113
## Handright:ROIERDSFZ:Timepoint2.3 0.9265 41.6150 0.022
## Handright:ROIERDSLPF:Timepoint2.3 4.6894 41.6150 0.113
## Handright:ROIERDSRPF:Timepoint2.3 -7.3417 41.6150 -0.176
## Handright:ROIERDSC4:Timepoint2.4 -30.2322 41.6150 -0.726
## Handright:ROIERDSFZ:Timepoint2.4 6.9284 41.6150 0.166
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## Handright:ROIERDSC4:Timepoint2.5 -25.0614 41.6150 -0.602
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## BlockB5:Handright:ROIERDSLPF:Timepoint0.9 5.1204 58.8526 0.087
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## BlockB5:Handright:ROIERDSC4:Timepoint1.1 -24.7119 58.8526 -0.420
## BlockB5:Handright:ROIERDSFZ:Timepoint1.1 22.4184 58.8526 0.381
## BlockB5:Handright:ROIERDSLPF:Timepoint1.1 2.0600 58.8526 0.035
## BlockB5:Handright:ROIERDSRPF:Timepoint1.1 9.7393 58.8526 0.165
## BlockB5:Handright:ROIERDSC4:Timepoint1.2 -81.6683 58.8526 -1.388
## BlockB5:Handright:ROIERDSFZ:Timepoint1.2 -0.9797 58.8526 -0.017
## BlockB5:Handright:ROIERDSLPF:Timepoint1.2 -15.2674 58.8526 -0.259
## BlockB5:Handright:ROIERDSRPF:Timepoint1.2 -20.3012 58.8526 -0.345
## BlockB5:Handright:ROIERDSC4:Timepoint1.3 -69.1662 58.8526 -1.175
## BlockB5:Handright:ROIERDSFZ:Timepoint1.3 -21.3646 58.8526 -0.363
## BlockB5:Handright:ROIERDSLPF:Timepoint1.3 -33.1318 58.8526 -0.563
## BlockB5:Handright:ROIERDSRPF:Timepoint1.3 -27.6010 58.8526 -0.469
## BlockB5:Handright:ROIERDSC4:Timepoint1.4 -22.5903 58.8526 -0.384
## BlockB5:Handright:ROIERDSFZ:Timepoint1.4 6.0379 58.8526 0.103
## BlockB5:Handright:ROIERDSLPF:Timepoint1.4 10.4134 58.8526 0.177
## BlockB5:Handright:ROIERDSRPF:Timepoint1.4 12.8477 58.8526 0.218
## BlockB5:Handright:ROIERDSC4:Timepoint1.5 23.9954 58.8526 0.408
## BlockB5:Handright:ROIERDSFZ:Timepoint1.5 38.3348 58.8526 0.651
## BlockB5:Handright:ROIERDSLPF:Timepoint1.5 12.1701 58.8526 0.207
## BlockB5:Handright:ROIERDSRPF:Timepoint1.5 31.7845 58.8526 0.540
## BlockB5:Handright:ROIERDSC4:Timepoint1.6 29.1445 58.8526 0.495
## BlockB5:Handright:ROIERDSFZ:Timepoint1.6 43.0866 58.8526 0.732
## BlockB5:Handright:ROIERDSLPF:Timepoint1.6 -3.4392 58.8526 -0.058
## BlockB5:Handright:ROIERDSRPF:Timepoint1.6 22.4282 58.8526 0.381
## BlockB5:Handright:ROIERDSC4:Timepoint1.7 7.6588 58.8526 0.130
## BlockB5:Handright:ROIERDSFZ:Timepoint1.7 23.4848 58.8526 0.399
## BlockB5:Handright:ROIERDSLPF:Timepoint1.7 -10.7690 58.8526 -0.183
## BlockB5:Handright:ROIERDSRPF:Timepoint1.7 5.2586 58.8526 0.089
## BlockB5:Handright:ROIERDSC4:Timepoint1.8 12.0983 58.8526 0.206
## BlockB5:Handright:ROIERDSFZ:Timepoint1.8 18.3205 58.8526 0.311
## BlockB5:Handright:ROIERDSLPF:Timepoint1.8 -9.1565 58.8526 -0.156
## BlockB5:Handright:ROIERDSRPF:Timepoint1.8 7.5124 58.8526 0.128
## BlockB5:Handright:ROIERDSC4:Timepoint1.9 15.5618 58.8526 0.264
## BlockB5:Handright:ROIERDSFZ:Timepoint1.9 -0.8581 58.8526 -0.015
## BlockB5:Handright:ROIERDSLPF:Timepoint1.9 -10.5096 58.8526 -0.179
## BlockB5:Handright:ROIERDSRPF:Timepoint1.9 3.7544 58.8526 0.064
## BlockB5:Handright:ROIERDSC4:Timepoint2 20.3299 58.8526 0.345
## BlockB5:Handright:ROIERDSFZ:Timepoint2 -8.3755 58.8526 -0.142
## BlockB5:Handright:ROIERDSLPF:Timepoint2 -15.2466 58.8526 -0.259
## BlockB5:Handright:ROIERDSRPF:Timepoint2 6.3212 58.8526 0.107
## BlockB5:Handright:ROIERDSC4:Timepoint2.1 14.9591 58.8526 0.254
## BlockB5:Handright:ROIERDSFZ:Timepoint2.1 -4.6227 58.8526 -0.079
## BlockB5:Handright:ROIERDSLPF:Timepoint2.1 -7.3297 58.8526 -0.125
## BlockB5:Handright:ROIERDSRPF:Timepoint2.1 19.0781 58.8526 0.324
## BlockB5:Handright:ROIERDSC4:Timepoint2.2 -13.2462 58.8526 -0.225
## BlockB5:Handright:ROIERDSFZ:Timepoint2.2 8.6095 58.8526 0.146
## BlockB5:Handright:ROIERDSLPF:Timepoint2.2 0.8686 58.8526 0.015
## BlockB5:Handright:ROIERDSRPF:Timepoint2.2 17.3196 58.8526 0.294
## BlockB5:Handright:ROIERDSC4:Timepoint2.3 -12.8165 58.8526 -0.218
## BlockB5:Handright:ROIERDSFZ:Timepoint2.3 5.1624 58.8526 0.088
## BlockB5:Handright:ROIERDSLPF:Timepoint2.3 -2.9411 58.8526 -0.050
## BlockB5:Handright:ROIERDSRPF:Timepoint2.3 6.2028 58.8526 0.105
## BlockB5:Handright:ROIERDSC4:Timepoint2.4 70.8315 58.8526 1.204
## BlockB5:Handright:ROIERDSFZ:Timepoint2.4 -15.6976 58.8526 -0.267
## BlockB5:Handright:ROIERDSLPF:Timepoint2.4 -39.4774 58.8526 -0.671
## BlockB5:Handright:ROIERDSRPF:Timepoint2.4 47.8939 58.8526 0.814
## BlockB5:Handright:ROIERDSC4:Timepoint2.5 42.2962 58.8526 0.719
## BlockB5:Handright:ROIERDSFZ:Timepoint2.5 8.1218 58.8526 0.138
## BlockB5:Handright:ROIERDSLPF:Timepoint2.5 -12.0122 58.8526 -0.204
## BlockB5:Handright:ROIERDSRPF:Timepoint2.5 36.1856 58.8526 0.615##
## Correlation matrix not shown by default, as p = 540 > 12.
## Use print(x, correlation=TRUE) or
## vcov(x) if you need itplot(m.post.theta)
m.post.beta <- lmer(Beta ~ Block * Hand * ROI *Timepoint + (1|Subject), data = postwide_final)
Anova(m.post.beta)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Beta
## Chisq Df Pr(>Chisq)
## Block 69.6835 1 < 2.2e-16 ***
## Hand 0.9694 1 0.3248
## ROI 42.3337 4 1.423e-08 ***
## Timepoint 99.3748 26 1.630e-10 ***
## Block:Hand 0.0308 1 0.8607
## Block:ROI 25.6383 4 3.743e-05 ***
## Hand:ROI 0.5782 4 0.9655
## Block:Timepoint 76.0596 26 8.371e-07 ***
## Hand:Timepoint 65.7129 26 2.733e-05 ***
## ROI:Timepoint 37.5004 104 1.0000
## Block:Hand:ROI 0.7773 4 0.9415
## Block:Hand:Timepoint 83.9199 26 5.149e-08 ***
## Block:ROI:Timepoint 33.5225 104 1.0000
## Hand:ROI:Timepoint 43.4809 104 1.0000
## Block:Hand:ROI:Timepoint 47.7401 104 1.0000
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary(m.post.beta)## Linear mixed model fit by REML ['lmerMod']
## Formula: Beta ~ Block * Hand * ROI * Timepoint + (1 | Subject)
## Data: postwide_final
##
## REML criterion at convergence: 184226.2
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -2.256 -0.094 0.005 0.092 49.204
##
## Random effects:
## Groups Name Variance Std.Dev.
## Subject (Intercept) 5459 73.89
## Residual 75823 275.36
## Number of obs: 13500, groups: Subject, 25
##
## Fixed effects:
## Estimate Std. Error t value
## (Intercept) 9.22260 57.02025 0.162
## BlockB5 3.95063 77.88365 0.051
## Handright -5.56055 77.88365 -0.071
## ROIERDSC4 -5.72729 77.88365 -0.074
## ROIERDSFZ -3.68387 77.88365 -0.047
## ROIERDSLPF -3.71377 77.88365 -0.048
## ROIERDSRPF -3.80586 77.88365 -0.049
## Timepoint0 -3.38603 77.88365 -0.043
## Timepoint0.1 36.77733 77.88365 0.472
## Timepoint0.2 18.90635 77.88365 0.243
## Timepoint0.3 19.86728 77.88365 0.255
## Timepoint0.4 7.63169 77.88365 0.098
## Timepoint0.5 20.53525 77.88365 0.264
## Timepoint0.6 37.13118 77.88365 0.477
## Timepoint0.7 32.67362 77.88365 0.420
## Timepoint0.8 15.10790 77.88365 0.194
## Timepoint0.9 23.54619 77.88365 0.302
## Timepoint1 16.95236 77.88365 0.218
## Timepoint1.1 21.28058 77.88365 0.273
## Timepoint1.2 9.43784 77.88365 0.121
## Timepoint1.3 16.68326 77.88365 0.214
## Timepoint1.4 16.99569 77.88365 0.218
## Timepoint1.5 22.24839 77.88365 0.286
## Timepoint1.6 4.83967 77.88365 0.062
## Timepoint1.7 15.37202 77.88365 0.197
## Timepoint1.8 20.61323 77.88365 0.265
## Timepoint1.9 11.34921 77.88365 0.146
## Timepoint2 31.66070 77.88365 0.407
## Timepoint2.1 43.54996 77.88365 0.559
## Timepoint2.2 27.91320 77.88365 0.358
## Timepoint2.3 30.85249 77.88365 0.396
## Timepoint2.4 47.03688 77.88365 0.604
## Timepoint2.5 32.81127 77.88365 0.421
## BlockB5:Handright 2.48116 110.14411 0.023
## BlockB5:ROIERDSC4 5.68055 110.14411 0.052
## BlockB5:ROIERDSFZ 2.73401 110.14411 0.025
## BlockB5:ROIERDSLPF 0.64886 110.14411 0.006
## BlockB5:ROIERDSRPF 1.89555 110.14411 0.017
## Handright:ROIERDSC4 3.52759 110.14411 0.032
## Handright:ROIERDSFZ 2.25587 110.14411 0.020
## Handright:ROIERDSLPF 2.80066 110.14411 0.025
## Handright:ROIERDSRPF 2.34634 110.14411 0.021
## BlockB5:Timepoint0 0.53194 110.14411 0.005
## BlockB5:Timepoint0.1 -28.12107 110.14411 -0.255
## BlockB5:Timepoint0.2 -13.89874 110.14411 -0.126
## BlockB5:Timepoint0.3 -10.36149 110.14411 -0.094
## BlockB5:Timepoint0.4 0.72366 110.14411 0.007
## BlockB5:Timepoint0.5 1.12703 110.14411 0.010
## BlockB5:Timepoint0.6 -6.00196 110.14411 -0.054
## BlockB5:Timepoint0.7 -0.78026 110.14411 -0.007
## BlockB5:Timepoint0.8 24.04452 110.14411 0.218
## BlockB5:Timepoint0.9 14.08283 110.14411 0.128
## BlockB5:Timepoint1 29.12152 110.14411 0.264
## BlockB5:Timepoint1.1 48.88760 110.14411 0.444
## BlockB5:Timepoint1.2 166.05536 110.14411 1.508
## BlockB5:Timepoint1.3 167.03687 110.14411 1.517
## BlockB5:Timepoint1.4 25.58061 110.14411 0.232
## BlockB5:Timepoint1.5 184.11733 110.14411 1.672
## BlockB5:Timepoint1.6 144.88587 110.14411 1.315
## BlockB5:Timepoint1.7 40.10842 110.14411 0.364
## BlockB5:Timepoint1.8 27.15930 110.14411 0.247
## BlockB5:Timepoint1.9 16.48788 110.14411 0.150
## BlockB5:Timepoint2 -0.73813 110.14411 -0.007
## BlockB5:Timepoint2.1 -8.62990 110.14411 -0.078
## BlockB5:Timepoint2.2 24.02599 110.14411 0.218
## BlockB5:Timepoint2.3 4.72899 110.14411 0.043
## BlockB5:Timepoint2.4 15.48421 110.14411 0.141
## BlockB5:Timepoint2.5 7.66566 110.14411 0.070
## Handright:Timepoint0 15.42894 110.14411 0.140
## Handright:Timepoint0.1 -3.82973 110.14411 -0.035
## Handright:Timepoint0.2 3.67702 110.14411 0.033
## Handright:Timepoint0.3 5.44329 110.14411 0.049
## Handright:Timepoint0.4 5.89244 110.14411 0.053
## Handright:Timepoint0.5 -5.41294 110.14411 -0.049
## Handright:Timepoint0.6 -2.32145 110.14411 -0.021
## Handright:Timepoint0.7 -5.86056 110.14411 -0.053
## Handright:Timepoint0.8 0.07135 110.14411 0.001
## Handright:Timepoint0.9 -0.72107 110.14411 -0.007
## Handright:Timepoint1 9.62081 110.14411 0.087
## Handright:Timepoint1.1 7.37966 110.14411 0.067
## Handright:Timepoint1.2 10.12285 110.14411 0.092
## Handright:Timepoint1.3 5.64807 110.14411 0.051
## Handright:Timepoint1.4 30.64278 110.14411 0.278
## Handright:Timepoint1.5 27.00878 110.14411 0.245
## Handright:Timepoint1.6 38.77283 110.14411 0.352
## Handright:Timepoint1.7 17.49769 110.14411 0.159
## Handright:Timepoint1.8 17.62817 110.14411 0.160
## Handright:Timepoint1.9 24.51541 110.14411 0.223
## Handright:Timepoint2 -11.54434 110.14411 -0.105
## Handright:Timepoint2.1 -28.21257 110.14411 -0.256
## Handright:Timepoint2.2 -10.92502 110.14411 -0.099
## Handright:Timepoint2.3 -7.94624 110.14411 -0.072
## Handright:Timepoint2.4 -18.16020 110.14411 -0.165
## Handright:Timepoint2.5 -17.82299 110.14411 -0.162
## ROIERDSC4:Timepoint0 5.26831 110.14411 0.048
## ROIERDSFZ:Timepoint0 4.58917 110.14411 0.042
## ROIERDSLPF:Timepoint0 1.53840 110.14411 0.014
## ROIERDSRPF:Timepoint0 3.05239 110.14411 0.028
## ROIERDSC4:Timepoint0.1 0.92960 110.14411 0.008
## ROIERDSFZ:Timepoint0.1 -18.49849 110.14411 -0.168
## ROIERDSLPF:Timepoint0.1 -17.75460 110.14411 -0.161
## ROIERDSRPF:Timepoint0.1 -12.91681 110.14411 -0.117
## ROIERDSC4:Timepoint0.2 8.11288 110.14411 0.074
## ROIERDSFZ:Timepoint0.2 0.27685 110.14411 0.003
## ROIERDSLPF:Timepoint0.2 1.02470 110.14411 0.009
## ROIERDSRPF:Timepoint0.2 -1.46710 110.14411 -0.013
## ROIERDSC4:Timepoint0.3 20.95916 110.14411 0.190
## ROIERDSFZ:Timepoint0.3 3.07938 110.14411 0.028
## ROIERDSLPF:Timepoint0.3 1.38814 110.14411 0.013
## ROIERDSRPF:Timepoint0.3 3.16919 110.14411 0.029
## ROIERDSC4:Timepoint0.4 26.26206 110.14411 0.238
## ROIERDSFZ:Timepoint0.4 12.11632 110.14411 0.110
## ROIERDSLPF:Timepoint0.4 5.24549 110.14411 0.048
## ROIERDSRPF:Timepoint0.4 11.20956 110.14411 0.102
## ROIERDSC4:Timepoint0.5 -0.02286 110.14411 0.000
## ROIERDSFZ:Timepoint0.5 -3.06691 110.14411 -0.028
## ROIERDSLPF:Timepoint0.5 -8.25296 110.14411 -0.075
## ROIERDSRPF:Timepoint0.5 -4.43533 110.14411 -0.040
## ROIERDSC4:Timepoint0.6 -19.69148 110.14411 -0.179
## ROIERDSFZ:Timepoint0.6 -13.15486 110.14411 -0.119
## ROIERDSLPF:Timepoint0.6 -15.52574 110.14411 -0.141
## ROIERDSRPF:Timepoint0.6 -12.66995 110.14411 -0.115
## ROIERDSC4:Timepoint0.7 -5.91078 110.14411 -0.054
## ROIERDSFZ:Timepoint0.7 -7.12792 110.14411 -0.065
## ROIERDSLPF:Timepoint0.7 -9.99116 110.14411 -0.091
## ROIERDSRPF:Timepoint0.7 -7.38891 110.14411 -0.067
## ROIERDSC4:Timepoint0.8 21.83488 110.14411 0.198
## ROIERDSFZ:Timepoint0.8 17.46570 110.14411 0.159
## ROIERDSLPF:Timepoint0.8 13.09455 110.14411 0.119
## ROIERDSRPF:Timepoint0.8 10.78976 110.14411 0.098
## ROIERDSC4:Timepoint0.9 18.26683 110.14411 0.166
## ROIERDSFZ:Timepoint0.9 8.06940 110.14411 0.073
## ROIERDSLPF:Timepoint0.9 21.05997 110.14411 0.191
## ROIERDSRPF:Timepoint0.9 2.84664 110.14411 0.026
## ROIERDSC4:Timepoint1 15.72990 110.14411 0.143
## ROIERDSFZ:Timepoint1 -2.49243 110.14411 -0.023
## ROIERDSLPF:Timepoint1 7.51030 110.14411 0.068
## ROIERDSRPF:Timepoint1 4.82070 110.14411 0.044
## ROIERDSC4:Timepoint1.1 6.19938 110.14411 0.056
## ROIERDSFZ:Timepoint1.1 4.46967 110.14411 0.041
## ROIERDSLPF:Timepoint1.1 9.04971 110.14411 0.082
## ROIERDSRPF:Timepoint1.1 6.31117 110.14411 0.057
## ROIERDSC4:Timepoint1.2 23.89302 110.14411 0.217
## ROIERDSFZ:Timepoint1.2 12.70708 110.14411 0.115
## ROIERDSLPF:Timepoint1.2 17.96800 110.14411 0.163
## ROIERDSRPF:Timepoint1.2 23.43860 110.14411 0.213
## ROIERDSC4:Timepoint1.3 9.84356 110.14411 0.089
## ROIERDSFZ:Timepoint1.3 1.65606 110.14411 0.015
## ROIERDSLPF:Timepoint1.3 -0.17542 110.14411 -0.002
## ROIERDSRPF:Timepoint1.3 11.35732 110.14411 0.103
## ROIERDSC4:Timepoint1.4 3.05973 110.14411 0.028
## ROIERDSFZ:Timepoint1.4 -6.88390 110.14411 -0.062
## ROIERDSLPF:Timepoint1.4 3.24102 110.14411 0.029
## ROIERDSRPF:Timepoint1.4 4.14758 110.14411 0.038
## ROIERDSC4:Timepoint1.5 -1.11057 110.14411 -0.010
## ROIERDSFZ:Timepoint1.5 -8.25652 110.14411 -0.075
## ROIERDSLPF:Timepoint1.5 3.67584 110.14411 0.033
## ROIERDSRPF:Timepoint1.5 10.27732 110.14411 0.093
## ROIERDSC4:Timepoint1.6 26.54285 110.14411 0.241
## ROIERDSFZ:Timepoint1.6 16.91840 110.14411 0.154
## ROIERDSLPF:Timepoint1.6 23.79354 110.14411 0.216
## ROIERDSRPF:Timepoint1.6 20.12756 110.14411 0.183
## ROIERDSC4:Timepoint1.7 9.23209 110.14411 0.084
## ROIERDSFZ:Timepoint1.7 9.94305 110.14411 0.090
## ROIERDSLPF:Timepoint1.7 12.76176 110.14411 0.116
## ROIERDSRPF:Timepoint1.7 13.52554 110.14411 0.123
## ROIERDSC4:Timepoint1.8 3.07390 110.14411 0.028
## ROIERDSFZ:Timepoint1.8 -3.10666 110.14411 -0.028
## ROIERDSLPF:Timepoint1.8 4.46392 110.14411 0.041
## ROIERDSRPF:Timepoint1.8 10.17647 110.14411 0.092
## ROIERDSC4:Timepoint1.9 12.76032 110.14411 0.116
## ROIERDSFZ:Timepoint1.9 10.72315 110.14411 0.097
## ROIERDSLPF:Timepoint1.9 17.58966 110.14411 0.160
## ROIERDSRPF:Timepoint1.9 11.70364 110.14411 0.106
## ROIERDSC4:Timepoint2 35.68911 110.14411 0.324
## ROIERDSFZ:Timepoint2 -1.89395 110.14411 -0.017
## ROIERDSLPF:Timepoint2 10.57624 110.14411 0.096
## ROIERDSRPF:Timepoint2 9.82726 110.14411 0.089
## ROIERDSC4:Timepoint2.1 33.08760 110.14411 0.300
## ROIERDSFZ:Timepoint2.1 -10.00899 110.14411 -0.091
## ROIERDSLPF:Timepoint2.1 -5.24664 110.14411 -0.048
## ROIERDSRPF:Timepoint2.1 9.29466 110.14411 0.084
## ROIERDSC4:Timepoint2.2 30.12570 110.14411 0.274
## ROIERDSFZ:Timepoint2.2 2.23603 110.14411 0.020
## ROIERDSLPF:Timepoint2.2 5.79876 110.14411 0.053
## ROIERDSRPF:Timepoint2.2 12.38768 110.14411 0.112
## ROIERDSC4:Timepoint2.3 35.45804 110.14411 0.322
## ROIERDSFZ:Timepoint2.3 12.18043 110.14411 0.111
## ROIERDSLPF:Timepoint2.3 13.18582 110.14411 0.120
## ROIERDSRPF:Timepoint2.3 10.35286 110.14411 0.094
## ROIERDSC4:Timepoint2.4 23.91094 110.14411 0.217
## ROIERDSFZ:Timepoint2.4 -2.04444 110.14411 -0.019
## ROIERDSLPF:Timepoint2.4 29.31948 110.14411 0.266
## ROIERDSRPF:Timepoint2.4 16.14873 110.14411 0.147
## ROIERDSC4:Timepoint2.5 10.91466 110.14411 0.099
## ROIERDSFZ:Timepoint2.5 -4.32101 110.14411 -0.039
## ROIERDSLPF:Timepoint2.5 16.32159 110.14411 0.148
## ROIERDSRPF:Timepoint2.5 12.00633 110.14411 0.109
## BlockB5:Handright:ROIERDSC4 -10.77812 155.76729 -0.069
## BlockB5:Handright:ROIERDSFZ -9.27004 155.76729 -0.060
## BlockB5:Handright:ROIERDSLPF -5.14627 155.76729 -0.033
## BlockB5:Handright:ROIERDSRPF -2.53891 155.76729 -0.016
## BlockB5:Handright:Timepoint0 -13.06167 155.76729 -0.084
## BlockB5:Handright:Timepoint0.1 19.02593 155.76729 0.122
## BlockB5:Handright:Timepoint0.2 1.93309 155.76729 0.012
## BlockB5:Handright:Timepoint0.3 -0.77866 155.76729 -0.005
## BlockB5:Handright:Timepoint0.4 0.54467 155.76729 0.003
## BlockB5:Handright:Timepoint0.5 15.51363 155.76729 0.100
## BlockB5:Handright:Timepoint0.6 47.18004 155.76729 0.303
## BlockB5:Handright:Timepoint0.7 84.38345 155.76729 0.542
## BlockB5:Handright:Timepoint0.8 26.60520 155.76729 0.171
## BlockB5:Handright:Timepoint0.9 6.69970 155.76729 0.043
## BlockB5:Handright:Timepoint1 -3.12089 155.76729 -0.020
## BlockB5:Handright:Timepoint1.1 -28.69889 155.76729 -0.184
## BlockB5:Handright:Timepoint1.2 -102.92021 155.76729 -0.661
## BlockB5:Handright:Timepoint1.3 -131.59703 155.76729 -0.845
## BlockB5:Handright:Timepoint1.4 -29.86649 155.76729 -0.192
## BlockB5:Handright:Timepoint1.5 -148.13360 155.76729 -0.951
## BlockB5:Handright:Timepoint1.6 -103.94198 155.76729 -0.667
## BlockB5:Handright:Timepoint1.7 5.72518 155.76729 0.037
## BlockB5:Handright:Timepoint1.8 4.53957 155.76729 0.029
## BlockB5:Handright:Timepoint1.9 -14.36597 155.76729 -0.092
## BlockB5:Handright:Timepoint2 65.05721 155.76729 0.418
## BlockB5:Handright:Timepoint2.1 129.08000 155.76729 0.829
## BlockB5:Handright:Timepoint2.2 114.68619 155.76729 0.736
## BlockB5:Handright:Timepoint2.3 14.44113 155.76729 0.093
## BlockB5:Handright:Timepoint2.4 7.06913 155.76729 0.045
## BlockB5:Handright:Timepoint2.5 30.86278 155.76729 0.198
## BlockB5:ROIERDSC4:Timepoint0 3.15461 155.76729 0.020
## BlockB5:ROIERDSFZ:Timepoint0 -7.04397 155.76729 -0.045
## BlockB5:ROIERDSLPF:Timepoint0 -3.73179 155.76729 -0.024
## BlockB5:ROIERDSRPF:Timepoint0 -1.74410 155.76729 -0.011
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## BlockB5:Handright:ROIERDSFZ:Timepoint1.5 119.71435 220.28822 0.543
## BlockB5:Handright:ROIERDSLPF:Timepoint1.5 129.97567 220.28822 0.590
## BlockB5:Handright:ROIERDSRPF:Timepoint1.5 3.21231 220.28822 0.015
## BlockB5:Handright:ROIERDSC4:Timepoint1.6 -77.01075 220.28822 -0.350
## BlockB5:Handright:ROIERDSFZ:Timepoint1.6 90.20134 220.28822 0.409
## BlockB5:Handright:ROIERDSLPF:Timepoint1.6 83.14733 220.28822 0.377
## BlockB5:Handright:ROIERDSRPF:Timepoint1.6 25.72976 220.28822 0.117
## BlockB5:Handright:ROIERDSC4:Timepoint1.7 -53.18595 220.28822 -0.241
## BlockB5:Handright:ROIERDSFZ:Timepoint1.7 5.03351 220.28822 0.023
## BlockB5:Handright:ROIERDSLPF:Timepoint1.7 -1.20970 220.28822 -0.005
## BlockB5:Handright:ROIERDSRPF:Timepoint1.7 -11.92772 220.28822 -0.054
## BlockB5:Handright:ROIERDSC4:Timepoint1.8 -17.40129 220.28822 -0.079
## BlockB5:Handright:ROIERDSFZ:Timepoint1.8 -2.64699 220.28822 -0.012
## BlockB5:Handright:ROIERDSLPF:Timepoint1.8 -5.79451 220.28822 -0.026
## BlockB5:Handright:ROIERDSRPF:Timepoint1.8 -2.82723 220.28822 -0.013
## BlockB5:Handright:ROIERDSC4:Timepoint1.9 4.24571 220.28822 0.019
## BlockB5:Handright:ROIERDSFZ:Timepoint1.9 34.67930 220.28822 0.157
## BlockB5:Handright:ROIERDSLPF:Timepoint1.9 26.35920 220.28822 0.120
## BlockB5:Handright:ROIERDSRPF:Timepoint1.9 1.96618 220.28822 0.009
## BlockB5:Handright:ROIERDSC4:Timepoint2 236.13246 220.28822 1.072
## BlockB5:Handright:ROIERDSFZ:Timepoint2 20.02234 220.28822 0.091
## BlockB5:Handright:ROIERDSLPF:Timepoint2 13.68828 220.28822 0.062
## BlockB5:Handright:ROIERDSRPF:Timepoint2 52.50565 220.28822 0.238
## BlockB5:Handright:ROIERDSC4:Timepoint2.1 331.76073 220.28822 1.506
## BlockB5:Handright:ROIERDSFZ:Timepoint2.1 -5.32192 220.28822 -0.024
## BlockB5:Handright:ROIERDSLPF:Timepoint2.1 -48.31778 220.28822 -0.219
## BlockB5:Handright:ROIERDSRPF:Timepoint2.1 66.55852 220.28822 0.302
## BlockB5:Handright:ROIERDSC4:Timepoint2.2 316.63929 220.28822 1.437
## BlockB5:Handright:ROIERDSFZ:Timepoint2.2 7.46406 220.28822 0.034
## BlockB5:Handright:ROIERDSLPF:Timepoint2.2 -43.01643 220.28822 -0.195
## BlockB5:Handright:ROIERDSRPF:Timepoint2.2 54.77617 220.28822 0.249
## BlockB5:Handright:ROIERDSC4:Timepoint2.3 24.22140 220.28822 0.110
## BlockB5:Handright:ROIERDSFZ:Timepoint2.3 4.22890 220.28822 0.019
## BlockB5:Handright:ROIERDSLPF:Timepoint2.3 5.82645 220.28822 0.026
## BlockB5:Handright:ROIERDSRPF:Timepoint2.3 4.16916 220.28822 0.019
## BlockB5:Handright:ROIERDSC4:Timepoint2.4 59.24700 220.28822 0.269
## BlockB5:Handright:ROIERDSFZ:Timepoint2.4 12.43013 220.28822 0.056
## BlockB5:Handright:ROIERDSLPF:Timepoint2.4 14.57687 220.28822 0.066
## BlockB5:Handright:ROIERDSRPF:Timepoint2.4 18.80981 220.28822 0.085
## BlockB5:Handright:ROIERDSC4:Timepoint2.5 -10.40180 220.28822 -0.047
## BlockB5:Handright:ROIERDSFZ:Timepoint2.5 -7.40673 220.28822 -0.034
## BlockB5:Handright:ROIERDSLPF:Timepoint2.5 -23.79134 220.28822 -0.108
## BlockB5:Handright:ROIERDSRPF:Timepoint2.5 2.43766 220.28822 0.011##
## Correlation matrix not shown by default, as p = 540 > 12.
## Use print(x, correlation=TRUE) or
## vcov(x) if you need itplot(m.post.beta)
AIC (m.post.alpha, m.post.theta, m.post.beta)## df AIC
## m.post.alpha 542 154149.6
## m.post.theta 542 151113.3
## m.post.beta 542 185310.2Prep effects plot
##Alpha
#Need Effects lib
ae.m.prep.alpha<-allEffects(m.prep.alpha)
ae.m.prep.alpha.df<-as.data.frame(ae.m.prep.alpha[[1]])
plot(ae.m.prep.alpha)
##Theta
#Need Effects lib
ae.m.prep.theta<-allEffects(m.prep.theta)
ae.m.prep.theta.df<-as.data.frame(ae.m.prep.theta[[1]])
plot(ae.m.prep.theta)
##Beta
#Need Effects lib
ae.m.prep.beta<-allEffects(m.prep.beta)
ae.m.prep.beta.df<-as.data.frame(ae.m.prep.beta[[1]])
plot(ae.m.prep.beta)
Mot effects plot
##Alpha
#Need Effects lib
ae.m.mot.alpha<-allEffects(m.mot.alpha)
ae.m.mot.alpha.df<-as.data.frame(ae.m.mot.alpha[[1]])
plot(ae.m.mot.alpha)
##Theta
#Need Effects lib
ae.m.mot.theta<-allEffects(m.mot.theta)
ae.m.mot.theta.df<-as.data.frame(ae.m.mot.theta[[1]])
plot(ae.m.mot.theta)
##Beta
#Need Effects lib
ae.m.mot.beta<-allEffects(m.mot.beta)
ae.m.mot.beta.df<-as.data.frame(ae.m.mot.beta[[1]])
plot(ae.m.mot.beta)
Post effects plot
##Alpha
#Need Effects lib
ae.m.post.alpha<-allEffects(m.post.alpha)
ae.m.post.alpha.df<-as.data.frame(ae.m.post.alpha[[1]])
plot(ae.m.post.alpha)
##Theta
#Need Effects lib
ae.m.post.theta<-allEffects(m.post.theta)
ae.m.post.theta.df<-as.data.frame(ae.m.post.theta[[1]])
plot(ae.m.post.theta)
##Beta
#Need Effects lib
ae.m.post.beta<-allEffects(m.post.beta)
ae.m.post.beta.df<-as.data.frame(ae.m.post.beta[[1]])
plot(ae.m.post.beta)
#Interaction facets (Prep)
#The main plot.
plot.m.prep.alpha <- ggplot(ae.m.prep.alpha.df, aes(x=Timepoint, y=fit, group=Block))+
geom_ribbon(aes(ymin=lower, ymax=upper, fill=Block), alpha = 0.2) +
geom_line(aes(color=Block), linewidth = 1) +
geom_point(aes(color=Block, shape=Block), size = 3.5)+
ylab("ERD/S (%)")+
xlab("Timepoint")+
ggtitle("ERD/S Alpha (Prep) ~ Timepoint * Hand * Block * ROI ")+
theme_classic()+
facet_wrap(~Hand*ROI)
print (plot.m.prep.alpha)
plot.m.prep.theta <- ggplot(ae.m.prep.theta.df, aes(x=Timepoint, y=fit, group=Block))+
geom_ribbon(aes(ymin=lower, ymax=upper, fill=Block), alpha = 0.2) +
geom_line(aes(color=Block), linewidth = 1) +
geom_point(aes(color=Block, shape=Block), size = 3.5)+
ylab("ERD/S (%)")+
xlab("Timepoint")+
ggtitle("ERD/S Theta (Prep) ~ Hand * Block * ROI ")+
theme_classic()+
facet_wrap(~Hand*ROI)
print (plot.m.prep.theta)
plot.m.prep.beta <- ggplot(ae.m.prep.beta.df, aes(x=Timepoint, y=fit, group=Block))+
geom_ribbon(aes(ymin=lower, ymax=upper, fill=Block), alpha = 0.2) +
geom_line(aes(color=Block), linewidth = 1) +
geom_point(aes(color=Block, shape=Block), size = 3.5)+
ylab("ERD/S (%)")+
xlab("Timepoint")+
ggtitle("ERD/S Beta (Prep) ~ Hand * Block * ROI ")+
theme_classic()+
facet_wrap(~Hand*ROI)
print (plot.m.prep.beta)
#Interaction facets (Mot)
#The main plot.
plot.m.mot.alpha <- ggplot(ae.m.mot.alpha.df, aes(x=Timepoint, y=fit, group=Block))+
geom_ribbon(aes(ymin=lower, ymax=upper, fill=Block), alpha = 0.2) +
geom_line(aes(color=Block), linewidth = 1) +
geom_point(aes(color=Block, shape=Block), size = 3.5)+
ylab("ERD/S (%)")+
xlab("Timepoint")+
ggtitle("ERD/S Alpha (mot) ~ Timepoint * Hand * Block * ROI ")+
theme_classic()+
facet_wrap(~Hand*ROI)
print (plot.m.mot.alpha)
plot.m.mot.theta <- ggplot(ae.m.mot.theta.df, aes(x=Timepoint, y=fit, group=Block))+
geom_ribbon(aes(ymin=lower, ymax=upper, fill=Block), alpha = 0.2) +
geom_line(aes(color=Block), linewidth = 1) +
geom_point(aes(color=Block, shape=Block), size = 3.5)+
ylab("ERD/S (%)")+
xlab("Timepoint")+
ggtitle("ERD/S Theta (mot) ~ Hand * Block * ROI ")+
theme_classic()+
facet_wrap(~Hand*ROI)
print (plot.m.mot.theta)
plot.m.mot.beta <- ggplot(ae.m.mot.beta.df, aes(x=Timepoint, y=fit, group=Block))+
geom_ribbon(aes(ymin=lower, ymax=upper, fill=Block), alpha = 0.2) +
geom_line(aes(color=Block), linewidth = 1) +
geom_point(aes(color=Block, shape=Block), size = 3.5)+
ylab("ERD/S (%)")+
xlab("Timepoint")+
ggtitle("ERD/S Beta (mot) ~ Hand * Block * ROI ")+
theme_classic()+
facet_wrap(~Hand*ROI)
print (plot.m.mot.beta)
#Interaction facets (Post)
#The main plot.
plot.m.post.alpha <- ggplot(ae.m.post.alpha.df, aes(x=Timepoint, y=fit, group=Block))+
geom_ribbon(aes(ymin=lower, ymax=upper, fill=Block), alpha = 0.2) +
geom_line(aes(color=Block), linewidth = 1) +
geom_point(aes(color=Block, shape=Block), size = 3.5)+
ylab("ERD/S (%)")+
xlab("Timepoint")+
ggtitle("ERD/S Alpha (Post) ~ Timepoint * Hand * Block * ROI ")+
theme_classic()+
facet_wrap(~Hand*ROI)
print (plot.m.post.alpha)
plot.m.post.theta <- ggplot(ae.m.post.theta.df, aes(x=Timepoint, y=fit, group=Block))+
geom_ribbon(aes(ymin=lower, ymax=upper, fill=Block), alpha = 0.2) +
geom_line(aes(color=Block), linewidth = 1) +
geom_point(aes(color=Block, shape=Block), size = 3.5)+
ylab("ERD/S (%)")+
xlab("Timepoint")+
ggtitle("ERD/S Theta (Post) ~ Hand * Block * ROI ")+
theme_classic()+
facet_wrap(~Hand*ROI)
print (plot.m.post.theta)
plot.m.post.beta <- ggplot(ae.m.post.beta.df, aes(x=Timepoint, y=fit, group=Block))+
geom_ribbon(aes(ymin=lower, ymax=upper, fill=Block), alpha = 0.2) +
geom_line(aes(color=Block), linewidth = 1) +
geom_point(aes(color=Block, shape=Block), size = 3.5)+
ylab("ERD/S (%)")+
xlab("Timepoint")+
ggtitle("ERD/S Beta (Post) ~ Hand * Block * ROI ")+
theme_classic()+
facet_wrap(~Hand*ROI)
print (plot.m.post.beta)