ERDS
Russell Chan
2023-05-03
#Load packages
Examplar 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
motwide_final <- read_csv("motwide_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.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.#Factors of all ERDS Wide
#Factors for motor wide - DFs not ready
motwide_final$Subject <- factor(motwide_final$Participant)
motwide_final$Block <- factor(motwide_final$Block)
motwide_final$Timepoint <- factor(motwide_final$Time)
motwide_final$Hand <- factor(motwide_final$Hand)
motwide_final$ROI <- factor(motwide_final$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)#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
## ROIC4 -10.04764 8.54483 -1.176
## ROIFz 14.06899 8.54483 1.646
## ROILPF -2.40606 8.54483 -0.282
## ROIRPF -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:ROIC4 7.18272 12.08421 0.594
## BlockB5:ROIFz -10.67190 12.08421 -0.883
## BlockB5:ROILPF -0.65240 12.08421 -0.054
## BlockB5:ROIRPF 9.09386 12.08421 0.753
## HandRight:ROIC4 14.59954 12.08421 1.208
## HandRight:ROIFz -6.46383 12.08421 -0.535
## HandRight:ROILPF 7.83220 12.08421 0.648
## HandRight:ROIRPF 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
## ROIC4:Timepoint-0.9 2.95590 12.08421 0.245
## ROIFz:Timepoint-0.9 1.19453 12.08421 0.099
## ROILPF:Timepoint-0.9 5.16737 12.08421 0.428
## ROIRPF:Timepoint-0.9 3.50816 12.08421 0.290
## ROIC4:Timepoint-0.8 -0.84969 12.08421 -0.070
## ROIFz:Timepoint-0.8 -9.82035 12.08421 -0.813
## ROILPF:Timepoint-0.8 -5.02614 12.08421 -0.416
## ROIRPF:Timepoint-0.8 1.12437 12.08421 0.093
## ROIC4:Timepoint-0.7 7.27383 12.08421 0.602
## ROIFz:Timepoint-0.7 -3.28008 12.08421 -0.271
## ROILPF:Timepoint-0.7 0.78009 12.08421 0.065
## ROIRPF:Timepoint-0.7 6.29576 12.08421 0.521
## ROIC4:Timepoint-0.6 2.54219 12.08421 0.210
## ROIFz:Timepoint-0.6 -0.55320 12.08421 -0.046
## ROILPF:Timepoint-0.6 -3.62688 12.08421 -0.300
## ROIRPF:Timepoint-0.6 2.92150 12.08421 0.242
## ROIC4:Timepoint-0.5 -0.45164 12.08421 -0.037
## ROIFz:Timepoint-0.5 -12.48642 12.08421 -1.033
## ROILPF:Timepoint-0.5 -2.72319 12.08421 -0.225
## ROIRPF:Timepoint-0.5 3.53225 12.08421 0.292
## ROIC4:Timepoint-0.4 7.64706 12.08421 0.633
## ROIFz:Timepoint-0.4 -6.54135 12.08421 -0.541
## ROILPF:Timepoint-0.4 1.16447 12.08421 0.096
## ROIRPF:Timepoint-0.4 4.46051 12.08421 0.369
## ROIC4:Timepoint-0.3 -1.98825 12.08421 -0.165
## ROIFz:Timepoint-0.3 -3.76719 12.08421 -0.312
## ROILPF:Timepoint-0.3 -0.40489 12.08421 -0.034
## ROIRPF:Timepoint-0.3 2.40623 12.08421 0.199
## ROIC4:Timepoint-0.2 -2.10025 12.08421 -0.174
## ROIFz:Timepoint-0.2 -8.62232 12.08421 -0.714
## ROILPF:Timepoint-0.2 -1.13229 12.08421 -0.094
## ROIRPF:Timepoint-0.2 3.47530 12.08421 0.288
## ROIC4:Timepoint-0.1 6.84332 12.08421 0.566
## ROIFz:Timepoint-0.1 -0.01876 12.08421 -0.002
## ROILPF:Timepoint-0.1 8.42367 12.08421 0.697
## ROIRPF:Timepoint-0.1 5.58225 12.08421 0.462
## ROIC4:Timepoint0 11.32839 12.08421 0.937
## ROIFz:Timepoint0 -2.06791 12.08421 -0.171
## ROILPF:Timepoint0 5.00817 12.08421 0.414
## ROIRPF:Timepoint0 7.88325 12.08421 0.652
## ROIC4:Timepoint0.1 3.25492 12.08421 0.269
## ROIFz:Timepoint0.1 -1.99875 12.08421 -0.165
## ROILPF:Timepoint0.1 5.74470 12.08421 0.475
## ROIRPF:Timepoint0.1 9.96774 12.08421 0.825
## BlockB5:HandRight:ROIC4 -19.69312 17.08966 -1.152
## BlockB5:HandRight:ROIFz 13.20461 17.08966 0.773
## BlockB5:HandRight:ROILPF 1.52006 17.08966 0.089
## BlockB5:HandRight:ROIRPF -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:ROIC4:Timepoint-0.9 1.73347 17.08966 0.101
## BlockB5:ROIFz:Timepoint-0.9 9.20678 17.08966 0.539
## BlockB5:ROILPF:Timepoint-0.9 0.36032 17.08966 0.021
## BlockB5:ROIRPF:Timepoint-0.9 -5.85948 17.08966 -0.343
## BlockB5:ROIC4:Timepoint-0.8 -1.79658 17.08966 -0.105
## BlockB5:ROIFz:Timepoint-0.8 23.72932 17.08966 1.389
## BlockB5:ROILPF:Timepoint-0.8 22.84776 17.08966 1.337
## BlockB5:ROIRPF:Timepoint-0.8 0.15666 17.08966 0.009
## BlockB5:ROIC4:Timepoint-0.7 -17.00708 17.08966 -0.995
## BlockB5:ROIFz:Timepoint-0.7 14.87368 17.08966 0.870
## BlockB5:ROILPF:Timepoint-0.7 11.27948 17.08966 0.660
## BlockB5:ROIRPF:Timepoint-0.7 -1.34293 17.08966 -0.079
## BlockB5:ROIC4:Timepoint-0.6 -6.25792 17.08966 -0.366
## BlockB5:ROIFz:Timepoint-0.6 10.58791 17.08966 0.620
## BlockB5:ROILPF:Timepoint-0.6 9.66741 17.08966 0.566
## BlockB5:ROIRPF:Timepoint-0.6 -3.23356 17.08966 -0.189
## BlockB5:ROIC4:Timepoint-0.5 13.40148 17.08966 0.784
## BlockB5:ROIFz:Timepoint-0.5 23.06196 17.08966 1.349
## BlockB5:ROILPF:Timepoint-0.5 6.82233 17.08966 0.399
## BlockB5:ROIRPF:Timepoint-0.5 -3.73513 17.08966 -0.219
## BlockB5:ROIC4:Timepoint-0.4 8.60230 17.08966 0.503
## BlockB5:ROIFz:Timepoint-0.4 23.23773 17.08966 1.360
## BlockB5:ROILPF:Timepoint-0.4 13.84590 17.08966 0.810
## BlockB5:ROIRPF:Timepoint-0.4 0.96525 17.08966 0.056
## BlockB5:ROIC4:Timepoint-0.3 8.29167 17.08966 0.485
## BlockB5:ROIFz:Timepoint-0.3 8.49324 17.08966 0.497
## BlockB5:ROILPF:Timepoint-0.3 7.80369 17.08966 0.457
## BlockB5:ROIRPF:Timepoint-0.3 -2.57313 17.08966 -0.151
## BlockB5:ROIC4:Timepoint-0.2 17.93127 17.08966 1.049
## BlockB5:ROIFz:Timepoint-0.2 12.48590 17.08966 0.731
## BlockB5:ROILPF:Timepoint-0.2 1.73625 17.08966 0.102
## BlockB5:ROIRPF:Timepoint-0.2 -2.39691 17.08966 -0.140
## BlockB5:ROIC4:Timepoint-0.1 -2.58320 17.08966 -0.151
## BlockB5:ROIFz:Timepoint-0.1 20.30828 17.08966 1.188
## BlockB5:ROILPF:Timepoint-0.1 0.07210 17.08966 0.004
## BlockB5:ROIRPF:Timepoint-0.1 -6.33113 17.08966 -0.370
## BlockB5:ROIC4:Timepoint0 -4.46918 17.08966 -0.262
## BlockB5:ROIFz:Timepoint0 12.53084 17.08966 0.733
## BlockB5:ROILPF:Timepoint0 -0.43604 17.08966 -0.026
## BlockB5:ROIRPF:Timepoint0 -8.63161 17.08966 -0.505
## BlockB5:ROIC4:Timepoint0.1 10.61736 17.08966 0.621
## BlockB5:ROIFz:Timepoint0.1 18.80383 17.08966 1.100
## BlockB5:ROILPF:Timepoint0.1 6.62269 17.08966 0.388
## BlockB5:ROIRPF:Timepoint0.1 -7.92215 17.08966 -0.464
## HandRight:ROIC4:Timepoint-0.9 -15.79700 17.08966 -0.924
## HandRight:ROIFz:Timepoint-0.9 -17.51686 17.08966 -1.025
## HandRight:ROILPF:Timepoint-0.9 -16.27405 17.08966 -0.952
## HandRight:ROIRPF:Timepoint-0.9 -10.36224 17.08966 -0.606
## HandRight:ROIC4:Timepoint-0.8 -11.81686 17.08966 -0.691
## HandRight:ROIFz:Timepoint-0.8 1.49508 17.08966 0.087
## HandRight:ROILPF:Timepoint-0.8 -3.10508 17.08966 -0.182
## HandRight:ROIRPF:Timepoint-0.8 -11.54857 17.08966 -0.676
## HandRight:ROIC4:Timepoint-0.7 -9.29232 17.08966 -0.544
## HandRight:ROIFz:Timepoint-0.7 2.31361 17.08966 0.135
## HandRight:ROILPF:Timepoint-0.7 -2.19511 17.08966 -0.128
## HandRight:ROIRPF:Timepoint-0.7 -8.62347 17.08966 -0.505
## HandRight:ROIC4:Timepoint-0.6 -3.02838 17.08966 -0.177
## HandRight:ROIFz:Timepoint-0.6 -2.14098 17.08966 -0.125
## HandRight:ROILPF:Timepoint-0.6 0.03176 17.08966 0.002
## HandRight:ROIRPF:Timepoint-0.6 0.65728 17.08966 0.038
## HandRight:ROIC4:Timepoint-0.5 -2.76162 17.08966 -0.162
## HandRight:ROIFz:Timepoint-0.5 12.99183 17.08966 0.760
## HandRight:ROILPF:Timepoint-0.5 2.31455 17.08966 0.135
## HandRight:ROIRPF:Timepoint-0.5 -3.09765 17.08966 -0.181
## HandRight:ROIC4:Timepoint-0.4 -14.91749 17.08966 -0.873
## HandRight:ROIFz:Timepoint-0.4 10.20558 17.08966 0.597
## HandRight:ROILPF:Timepoint-0.4 -0.62081 17.08966 -0.036
## HandRight:ROIRPF:Timepoint-0.4 -5.33633 17.08966 -0.312
## HandRight:ROIC4:Timepoint-0.3 5.84574 17.08966 0.342
## HandRight:ROIFz:Timepoint-0.3 2.90263 17.08966 0.170
## HandRight:ROILPF:Timepoint-0.3 -4.45084 17.08966 -0.260
## HandRight:ROIRPF:Timepoint-0.3 1.01235 17.08966 0.059
## HandRight:ROIC4:Timepoint-0.2 6.80680 17.08966 0.398
## HandRight:ROIFz:Timepoint-0.2 9.60509 17.08966 0.562
## HandRight:ROILPF:Timepoint-0.2 1.59273 17.08966 0.093
## HandRight:ROIRPF:Timepoint-0.2 2.90427 17.08966 0.170
## HandRight:ROIC4:Timepoint-0.1 -11.12823 17.08966 -0.651
## HandRight:ROIFz:Timepoint-0.1 5.27767 17.08966 0.309
## HandRight:ROILPF:Timepoint-0.1 -1.91150 17.08966 -0.112
## HandRight:ROIRPF:Timepoint-0.1 -7.98660 17.08966 -0.467
## HandRight:ROIC4:Timepoint0 -26.68088 17.08966 -1.561
## HandRight:ROIFz:Timepoint0 8.78015 17.08966 0.514
## HandRight:ROILPF:Timepoint0 -6.58676 17.08966 -0.385
## HandRight:ROIRPF:Timepoint0 -16.02273 17.08966 -0.938
## HandRight:ROIC4:Timepoint0.1 -12.84297 17.08966 -0.752
## HandRight:ROIFz:Timepoint0.1 0.45986 17.08966 0.027
## HandRight:ROILPF:Timepoint0.1 -11.90633 17.08966 -0.697
## HandRight:ROIRPF:Timepoint0.1 -15.35059 17.08966 -0.898
## BlockB5:HandRight:ROIC4:Timepoint-0.9 12.15558 24.16842 0.503
## BlockB5:HandRight:ROIFz:Timepoint-0.9 10.01595 24.16842 0.414
## BlockB5:HandRight:ROILPF:Timepoint-0.9 15.09372 24.16842 0.625
## BlockB5:HandRight:ROIRPF:Timepoint-0.9 16.18933 24.16842 0.670
## BlockB5:HandRight:ROIC4:Timepoint-0.8 18.86913 24.16842 0.781
## BlockB5:HandRight:ROIFz:Timepoint-0.8 -7.79016 24.16842 -0.322
## BlockB5:HandRight:ROILPF:Timepoint-0.8 -7.33667 24.16842 -0.304
## BlockB5:HandRight:ROIRPF:Timepoint-0.8 16.54446 24.16842 0.685
## BlockB5:HandRight:ROIC4:Timepoint-0.7 11.74946 24.16842 0.486
## BlockB5:HandRight:ROIFz:Timepoint-0.7 -19.32927 24.16842 -0.800
## BlockB5:HandRight:ROILPF:Timepoint-0.7 -17.67315 24.16842 -0.731
## BlockB5:HandRight:ROIRPF:Timepoint-0.7 -0.09144 24.16842 -0.004
## BlockB5:HandRight:ROIC4:Timepoint-0.6 7.25073 24.16842 0.300
## BlockB5:HandRight:ROIFz:Timepoint-0.6 -12.70470 24.16842 -0.526
## BlockB5:HandRight:ROILPF:Timepoint-0.6 -13.60798 24.16842 -0.563
## BlockB5:HandRight:ROIRPF:Timepoint-0.6 -3.27187 24.16842 -0.135
## BlockB5:HandRight:ROIC4:Timepoint-0.5 -6.71128 24.16842 -0.278
## BlockB5:HandRight:ROIFz:Timepoint-0.5 -17.69506 24.16842 -0.732
## BlockB5:HandRight:ROILPF:Timepoint-0.5 -8.60713 24.16842 -0.356
## BlockB5:HandRight:ROIRPF:Timepoint-0.5 2.98731 24.16842 0.124
## BlockB5:HandRight:ROIC4:Timepoint-0.4 -2.01148 24.16842 -0.083
## BlockB5:HandRight:ROIFz:Timepoint-0.4 -27.66400 24.16842 -1.145
## BlockB5:HandRight:ROILPF:Timepoint-0.4 -12.18613 24.16842 -0.504
## BlockB5:HandRight:ROIRPF:Timepoint-0.4 1.36483 24.16842 0.056
## BlockB5:HandRight:ROIC4:Timepoint-0.3 -11.09174 24.16842 -0.459
## BlockB5:HandRight:ROIFz:Timepoint-0.3 -1.49312 24.16842 -0.062
## BlockB5:HandRight:ROILPF:Timepoint-0.3 5.79117 24.16842 0.240
## BlockB5:HandRight:ROIRPF:Timepoint-0.3 3.02965 24.16842 0.125
## BlockB5:HandRight:ROIC4:Timepoint-0.2 -23.84074 24.16842 -0.986
## BlockB5:HandRight:ROIFz:Timepoint-0.2 -7.32754 24.16842 -0.303
## BlockB5:HandRight:ROILPF:Timepoint-0.2 3.72671 24.16842 0.154
## BlockB5:HandRight:ROIRPF:Timepoint-0.2 -2.56908 24.16842 -0.106
## BlockB5:HandRight:ROIC4:Timepoint-0.1 13.92093 24.16842 0.576
## BlockB5:HandRight:ROIFz:Timepoint-0.1 -13.18305 24.16842 -0.545
## BlockB5:HandRight:ROILPF:Timepoint-0.1 1.56511 24.16842 0.065
## BlockB5:HandRight:ROIRPF:Timepoint-0.1 11.31595 24.16842 0.468
## BlockB5:HandRight:ROIC4:Timepoint0 30.94530 24.16842 1.280
## BlockB5:HandRight:ROIFz:Timepoint0 0.49498 24.16842 0.020
## BlockB5:HandRight:ROILPF:Timepoint0 11.49974 24.16842 0.476
## BlockB5:HandRight:ROIRPF:Timepoint0 22.27303 24.16842 0.922
## BlockB5:HandRight:ROIC4:Timepoint0.1 13.03603 24.16842 0.539
## BlockB5:HandRight:ROIFz:Timepoint0.1 -1.75488 24.16842 -0.073
## BlockB5:HandRight:ROILPF:Timepoint0.1 5.14682 24.16842 0.213
## BlockB5:HandRight:ROIRPF: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
## ROIC4 -2.45676 10.16109 -0.242
## ROIFz 16.23296 10.16109 1.598
## ROILPF -1.74131 10.16109 -0.171
## ROIRPF -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:ROIC4 6.44668 14.36996 0.449
## BlockB5:ROIFz -3.86473 14.36996 -0.269
## BlockB5:ROILPF 9.85816 14.36996 0.686
## BlockB5:ROIRPF 14.47523 14.36996 1.007
## HandRight:ROIC4 2.13555 14.36996 0.149
## HandRight:ROIFz -3.56119 14.36996 -0.248
## HandRight:ROILPF 8.96116 14.36996 0.624
## HandRight:ROIRPF 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
## ROIC4:Timepoint-0.9 -1.67064 14.36996 -0.116
## ROIFz:Timepoint-0.9 4.21911 14.36996 0.294
## ROILPF:Timepoint-0.9 2.96318 14.36996 0.206
## ROIRPF:Timepoint-0.9 2.65202 14.36996 0.185
## ROIC4:Timepoint-0.8 0.60482 14.36996 0.042
## ROIFz:Timepoint-0.8 -2.41460 14.36996 -0.168
## ROILPF:Timepoint-0.8 -1.55895 14.36996 -0.108
## ROIRPF:Timepoint-0.8 2.43406 14.36996 0.169
## ROIC4:Timepoint-0.7 7.70357 14.36996 0.536
## ROIFz:Timepoint-0.7 0.54057 14.36996 0.038
## ROILPF:Timepoint-0.7 1.07413 14.36996 0.075
## ROIRPF:Timepoint-0.7 3.86525 14.36996 0.269
## ROIC4:Timepoint-0.6 4.69558 14.36996 0.327
## ROIFz:Timepoint-0.6 -0.68675 14.36996 -0.048
## ROILPF:Timepoint-0.6 -3.28587 14.36996 -0.229
## ROIRPF:Timepoint-0.6 0.94678 14.36996 0.066
## ROIC4:Timepoint-0.5 4.02850 14.36996 0.280
## ROIFz:Timepoint-0.5 -6.17484 14.36996 -0.430
## ROILPF:Timepoint-0.5 -0.01184 14.36996 -0.001
## ROIRPF:Timepoint-0.5 0.55344 14.36996 0.039
## ROIC4:Timepoint-0.4 5.98065 14.36996 0.416
## ROIFz:Timepoint-0.4 -3.35873 14.36996 -0.234
## ROILPF:Timepoint-0.4 4.26321 14.36996 0.297
## ROIRPF:Timepoint-0.4 1.16811 14.36996 0.081
## ROIC4:Timepoint-0.3 1.24986 14.36996 0.087
## ROIFz:Timepoint-0.3 -3.49408 14.36996 -0.243
## ROILPF:Timepoint-0.3 5.92461 14.36996 0.412
## ROIRPF:Timepoint-0.3 3.36810 14.36996 0.234
## ROIC4:Timepoint-0.2 -1.53885 14.36996 -0.107
## ROIFz:Timepoint-0.2 -4.69990 14.36996 -0.327
## ROILPF:Timepoint-0.2 5.30070 14.36996 0.369
## ROIRPF:Timepoint-0.2 4.31751 14.36996 0.300
## ROIC4:Timepoint-0.1 2.53818 14.36996 0.177
## ROIFz:Timepoint-0.1 2.47767 14.36996 0.172
## ROILPF:Timepoint-0.1 12.28138 14.36996 0.855
## ROIRPF:Timepoint-0.1 4.84983 14.36996 0.337
## ROIC4:Timepoint0 5.22179 14.36996 0.363
## ROIFz:Timepoint0 2.80045 14.36996 0.195
## ROILPF:Timepoint0 10.30548 14.36996 0.717
## ROIRPF:Timepoint0 6.70735 14.36996 0.467
## ROIC4:Timepoint0.1 1.29434 14.36996 0.090
## ROIFz:Timepoint0.1 2.63050 14.36996 0.183
## ROILPF:Timepoint0.1 6.50439 14.36996 0.453
## ROIRPF:Timepoint0.1 6.12284 14.36996 0.426
## BlockB5:HandRight:ROIC4 -15.13409 20.32219 -0.745
## BlockB5:HandRight:ROIFz -7.62628 20.32219 -0.375
## BlockB5:HandRight:ROILPF -19.97939 20.32219 -0.983
## BlockB5:HandRight:ROIRPF -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:ROIC4:Timepoint-0.9 8.26514 20.32219 0.407
## BlockB5:ROIFz:Timepoint-0.9 1.17923 20.32219 0.058
## BlockB5:ROILPF:Timepoint-0.9 -2.23626 20.32219 -0.110
## BlockB5:ROIRPF:Timepoint-0.9 -5.58581 20.32219 -0.275
## BlockB5:ROIC4:Timepoint-0.8 5.00781 20.32219 0.246
## BlockB5:ROIFz:Timepoint-0.8 18.01412 20.32219 0.886
## BlockB5:ROILPF:Timepoint-0.8 12.73473 20.32219 0.627
## BlockB5:ROIRPF:Timepoint-0.8 -0.01590 20.32219 -0.001
## BlockB5:ROIC4:Timepoint-0.7 -9.57433 20.32219 -0.471
## BlockB5:ROIFz:Timepoint-0.7 19.12659 20.32219 0.941
## BlockB5:ROILPF:Timepoint-0.7 5.26571 20.32219 0.259
## BlockB5:ROIRPF:Timepoint-0.7 3.20937 20.32219 0.158
## BlockB5:ROIC4:Timepoint-0.6 -10.18985 20.32219 -0.501
## BlockB5:ROIFz:Timepoint-0.6 20.97851 20.32219 1.032
## BlockB5:ROILPF:Timepoint-0.6 0.11800 20.32219 0.006
## BlockB5:ROIRPF:Timepoint-0.6 2.51532 20.32219 0.124
## BlockB5:ROIC4:Timepoint-0.5 5.51983 20.32219 0.272
## BlockB5:ROIFz:Timepoint-0.5 23.36250 20.32219 1.150
## BlockB5:ROILPF:Timepoint-0.5 -6.64648 20.32219 -0.327
## BlockB5:ROIRPF:Timepoint-0.5 0.72862 20.32219 0.036
## BlockB5:ROIC4:Timepoint-0.4 6.89031 20.32219 0.339
## BlockB5:ROIFz:Timepoint-0.4 14.63865 20.32219 0.720
## BlockB5:ROILPF:Timepoint-0.4 -2.97555 20.32219 -0.146
## BlockB5:ROIRPF:Timepoint-0.4 2.31192 20.32219 0.114
## BlockB5:ROIC4:Timepoint-0.3 6.37970 20.32219 0.314
## BlockB5:ROIFz:Timepoint-0.3 2.49036 20.32219 0.123
## BlockB5:ROILPF:Timepoint-0.3 -6.46789 20.32219 -0.318
## BlockB5:ROIRPF:Timepoint-0.3 -5.94860 20.32219 -0.293
## BlockB5:ROIC4:Timepoint-0.2 20.84762 20.32219 1.026
## BlockB5:ROIFz:Timepoint-0.2 -0.68559 20.32219 -0.034
## BlockB5:ROILPF:Timepoint-0.2 -10.75982 20.32219 -0.529
## BlockB5:ROIRPF:Timepoint-0.2 -9.38253 20.32219 -0.462
## BlockB5:ROIC4:Timepoint-0.1 8.92500 20.32219 0.439
## BlockB5:ROIFz:Timepoint-0.1 -1.24472 20.32219 -0.061
## BlockB5:ROILPF:Timepoint-0.1 -17.03790 20.32219 -0.838
## BlockB5:ROIRPF:Timepoint-0.1 -10.77580 20.32219 -0.530
## BlockB5:ROIC4:Timepoint0 -1.92031 20.32219 -0.094
## BlockB5:ROIFz:Timepoint0 0.74968 20.32219 0.037
## BlockB5:ROILPF:Timepoint0 -18.73038 20.32219 -0.922
## BlockB5:ROIRPF:Timepoint0 -12.61803 20.32219 -0.621
## BlockB5:ROIC4:Timepoint0.1 2.11398 20.32219 0.104
## BlockB5:ROIFz:Timepoint0.1 4.77565 20.32219 0.235
## BlockB5:ROILPF:Timepoint0.1 -13.14127 20.32219 -0.647
## BlockB5:ROIRPF:Timepoint0.1 -11.90541 20.32219 -0.586
## HandRight:ROIC4:Timepoint-0.9 1.88782 20.32219 0.093
## HandRight:ROIFz:Timepoint-0.9 -18.12144 20.32219 -0.892
## HandRight:ROILPF:Timepoint-0.9 -10.13051 20.32219 -0.498
## HandRight:ROIRPF:Timepoint-0.9 -3.38646 20.32219 -0.167
## HandRight:ROIC4:Timepoint-0.8 -3.85082 20.32219 -0.189
## HandRight:ROIFz:Timepoint-0.8 -11.71847 20.32219 -0.577
## HandRight:ROILPF:Timepoint-0.8 -6.65563 20.32219 -0.328
## HandRight:ROIRPF:Timepoint-0.8 -6.48433 20.32219 -0.319
## HandRight:ROIC4:Timepoint-0.7 -10.31201 20.32219 -0.507
## HandRight:ROIFz:Timepoint-0.7 -11.07883 20.32219 -0.545
## HandRight:ROILPF:Timepoint-0.7 -8.49781 20.32219 -0.418
## HandRight:ROIRPF:Timepoint-0.7 -7.67111 20.32219 -0.377
## HandRight:ROIC4:Timepoint-0.6 -1.96254 20.32219 -0.097
## HandRight:ROIFz:Timepoint-0.6 -7.22277 20.32219 -0.355
## HandRight:ROILPF:Timepoint-0.6 -2.77375 20.32219 -0.136
## HandRight:ROIRPF:Timepoint-0.6 1.02779 20.32219 0.051
## HandRight:ROIC4:Timepoint-0.5 2.15139 20.32219 0.106
## HandRight:ROIFz:Timepoint-0.5 2.73444 20.32219 0.135
## HandRight:ROILPF:Timepoint-0.5 -3.12655 20.32219 -0.154
## HandRight:ROIRPF:Timepoint-0.5 4.68232 20.32219 0.230
## HandRight:ROIC4:Timepoint-0.4 1.21005 20.32219 0.060
## HandRight:ROIFz:Timepoint-0.4 3.81058 20.32219 0.188
## HandRight:ROILPF:Timepoint-0.4 -4.16951 20.32219 -0.205
## HandRight:ROIRPF:Timepoint-0.4 7.95490 20.32219 0.391
## HandRight:ROIC4:Timepoint-0.3 8.91736 20.32219 0.439
## HandRight:ROIFz:Timepoint-0.3 3.33108 20.32219 0.164
## HandRight:ROILPF:Timepoint-0.3 -6.34521 20.32219 -0.312
## HandRight:ROIRPF:Timepoint-0.3 6.08394 20.32219 0.299
## HandRight:ROIC4:Timepoint-0.2 11.54077 20.32219 0.568
## HandRight:ROIFz:Timepoint-0.2 8.10142 20.32219 0.399
## HandRight:ROILPF:Timepoint-0.2 -6.33580 20.32219 -0.312
## HandRight:ROIRPF:Timepoint-0.2 2.79638 20.32219 0.138
## HandRight:ROIC4:Timepoint-0.1 -4.65691 20.32219 -0.229
## HandRight:ROIFz:Timepoint-0.1 0.79804 20.32219 0.039
## HandRight:ROILPF:Timepoint-0.1 -15.50030 20.32219 -0.763
## HandRight:ROIRPF:Timepoint-0.1 -7.53434 20.32219 -0.371
## HandRight:ROIC4:Timepoint0 -8.85995 20.32219 -0.436
## HandRight:ROIFz:Timepoint0 -0.99356 20.32219 -0.049
## HandRight:ROILPF:Timepoint0 -16.04851 20.32219 -0.790
## HandRight:ROIRPF:Timepoint0 -9.35992 20.32219 -0.461
## HandRight:ROIC4:Timepoint0.1 3.32247 20.32219 0.163
## HandRight:ROIFz:Timepoint0.1 -8.21884 20.32219 -0.404
## HandRight:ROILPF:Timepoint0.1 -13.55763 20.32219 -0.667
## HandRight:ROIRPF:Timepoint0.1 -5.73912 20.32219 -0.282
## BlockB5:HandRight:ROIC4:Timepoint-0.9 -8.57497 28.73992 -0.298
## BlockB5:HandRight:ROIFz:Timepoint-0.9 17.10202 28.73992 0.595
## BlockB5:HandRight:ROILPF:Timepoint-0.9 14.81470 28.73992 0.515
## BlockB5:HandRight:ROIRPF:Timepoint-0.9 8.80937 28.73992 0.307
## BlockB5:HandRight:ROIC4:Timepoint-0.8 2.41533 28.73992 0.084
## BlockB5:HandRight:ROIFz:Timepoint-0.8 1.93142 28.73992 0.067
## BlockB5:HandRight:ROILPF:Timepoint-0.8 2.46392 28.73992 0.086
## BlockB5:HandRight:ROIRPF:Timepoint-0.8 9.92860 28.73992 0.345
## BlockB5:HandRight:ROIC4:Timepoint-0.7 8.37433 28.73992 0.291
## BlockB5:HandRight:ROIFz:Timepoint-0.7 -9.29789 28.73992 -0.324
## BlockB5:HandRight:ROILPF:Timepoint-0.7 0.21801 28.73992 0.008
## BlockB5:HandRight:ROIRPF:Timepoint-0.7 1.13902 28.73992 0.040
## BlockB5:HandRight:ROIC4:Timepoint-0.6 8.19424 28.73992 0.285
## BlockB5:HandRight:ROIFz:Timepoint-0.6 -9.14929 28.73992 -0.318
## BlockB5:HandRight:ROILPF:Timepoint-0.6 5.02071 28.73992 0.175
## BlockB5:HandRight:ROIRPF:Timepoint-0.6 -3.29603 28.73992 -0.115
## BlockB5:HandRight:ROIC4:Timepoint-0.5 -6.72290 28.73992 -0.234
## BlockB5:HandRight:ROIFz:Timepoint-0.5 -6.09348 28.73992 -0.212
## BlockB5:HandRight:ROILPF:Timepoint-0.5 14.90382 28.73992 0.519
## BlockB5:HandRight:ROIRPF:Timepoint-0.5 -1.72629 28.73992 -0.060
## BlockB5:HandRight:ROIC4:Timepoint-0.4 -13.66279 28.73992 -0.475
## BlockB5:HandRight:ROIFz:Timepoint-0.4 -0.17784 28.73992 -0.006
## BlockB5:HandRight:ROILPF:Timepoint-0.4 14.79626 28.73992 0.515
## BlockB5:HandRight:ROIRPF:Timepoint-0.4 -6.62718 28.73992 -0.231
## BlockB5:HandRight:ROIC4:Timepoint-0.3 -11.76008 28.73992 -0.409
## BlockB5:HandRight:ROIFz:Timepoint-0.3 18.57851 28.73992 0.646
## BlockB5:HandRight:ROILPF:Timepoint-0.3 23.17717 28.73992 0.806
## BlockB5:HandRight:ROIRPF:Timepoint-0.3 3.30817 28.73992 0.115
## BlockB5:HandRight:ROIC4:Timepoint-0.2 -32.47967 28.73992 -1.130
## BlockB5:HandRight:ROIFz:Timepoint-0.2 12.01448 28.73992 0.418
## BlockB5:HandRight:ROILPF:Timepoint-0.2 20.35333 28.73992 0.708
## BlockB5:HandRight:ROIRPF:Timepoint-0.2 5.71525 28.73992 0.199
## BlockB5:HandRight:ROIC4:Timepoint-0.1 -0.98246 28.73992 -0.034
## BlockB5:HandRight:ROIFz:Timepoint-0.1 18.40161 28.73992 0.640
## BlockB5:HandRight:ROILPF:Timepoint-0.1 31.04484 28.73992 1.080
## BlockB5:HandRight:ROIRPF:Timepoint-0.1 19.36031 28.73992 0.674
## BlockB5:HandRight:ROIC4:Timepoint0 14.85029 28.73992 0.517
## BlockB5:HandRight:ROIFz:Timepoint0 28.48590 28.73992 0.991
## BlockB5:HandRight:ROILPF:Timepoint0 43.95870 28.73992 1.530
## BlockB5:HandRight:ROIRPF:Timepoint0 24.29159 28.73992 0.845
## BlockB5:HandRight:ROIC4:Timepoint0.1 2.74015 28.73992 0.095
## BlockB5:HandRight:ROIFz:Timepoint0.1 24.52609 28.73992 0.853
## BlockB5:HandRight:ROILPF:Timepoint0.1 35.21757 28.73992 1.225
## BlockB5:HandRight:ROIRPF: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
## ROIC4 -0.59288 6.85142 -0.087
## ROIFz 11.82800 6.85142 1.726
## ROILPF 1.12810 6.85142 0.165
## ROIRPF 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:ROIC4 2.32114 9.68937 0.240
## BlockB5:ROIFz 1.08425 9.68937 0.112
## BlockB5:ROILPF 4.09477 9.68937 0.423
## BlockB5:ROIRPF -1.06941 9.68937 -0.110
## HandRight:ROIC4 2.34873 9.68937 0.242
## HandRight:ROIFz -15.88232 9.68937 -1.639
## HandRight:ROILPF -4.67197 9.68937 -0.482
## HandRight:ROIRPF -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
## ROIC4:Timepoint-0.9 -1.33306 9.68937 -0.138
## ROIFz:Timepoint-0.9 -8.06304 9.68937 -0.832
## ROILPF:Timepoint-0.9 -0.34907 9.68937 -0.036
## ROIRPF:Timepoint-0.9 -5.09048 9.68937 -0.525
## ROIC4:Timepoint-0.8 -2.96865 9.68937 -0.306
## ROIFz:Timepoint-0.8 -9.51082 9.68937 -0.982
## ROILPF:Timepoint-0.8 -4.03323 9.68937 -0.416
## ROIRPF:Timepoint-0.8 -6.46544 9.68937 -0.667
## ROIC4:Timepoint-0.7 -4.37635 9.68937 -0.452
## ROIFz:Timepoint-0.7 -11.71862 9.68937 -1.209
## ROILPF:Timepoint-0.7 -1.98523 9.68937 -0.205
## ROIRPF:Timepoint-0.7 -4.38973 9.68937 -0.453
## ROIC4:Timepoint-0.6 -5.63896 9.68937 -0.582
## ROIFz:Timepoint-0.6 -11.99798 9.68937 -1.238
## ROILPF:Timepoint-0.6 -3.24765 9.68937 -0.335
## ROIRPF:Timepoint-0.6 -8.54386 9.68937 -0.882
## ROIC4:Timepoint-0.5 -6.81600 9.68937 -0.703
## ROIFz:Timepoint-0.5 -17.13110 9.68937 -1.768
## ROILPF:Timepoint-0.5 -8.80206 9.68937 -0.908
## ROIRPF:Timepoint-0.5 -6.99456 9.68937 -0.722
## ROIC4:Timepoint-0.4 -5.98942 9.68937 -0.618
## ROIFz:Timepoint-0.4 -13.04997 9.68937 -1.347
## ROILPF:Timepoint-0.4 -4.79475 9.68937 -0.495
## ROIRPF:Timepoint-0.4 -8.03625 9.68937 -0.829
## ROIC4:Timepoint-0.3 -4.99601 9.68937 -0.516
## ROIFz:Timepoint-0.3 0.40993 9.68937 0.042
## ROILPF:Timepoint-0.3 0.93464 9.68937 0.096
## ROIRPF:Timepoint-0.3 -4.10691 9.68937 -0.424
## ROIC4:Timepoint-0.2 -3.88630 9.68937 -0.401
## ROIFz:Timepoint-0.2 -6.21148 9.68937 -0.641
## ROILPF:Timepoint-0.2 -0.15459 9.68937 -0.016
## ROIRPF:Timepoint-0.2 -5.48537 9.68937 -0.566
## ROIC4:Timepoint-0.1 -3.55465 9.68937 -0.367
## ROIFz:Timepoint-0.1 -3.70704 9.68937 -0.383
## ROILPF:Timepoint-0.1 0.78506 9.68937 0.081
## ROIRPF:Timepoint-0.1 -5.04645 9.68937 -0.521
## ROIC4:Timepoint0 3.01549 9.68937 0.311
## ROIFz:Timepoint0 -0.42886 9.68937 -0.044
## ROILPF:Timepoint0 3.69757 9.68937 0.382
## ROIRPF:Timepoint0 -3.29546 9.68937 -0.340
## ROIC4:Timepoint0.1 -1.46536 9.68937 -0.151
## ROIFz:Timepoint0.1 -8.08647 9.68937 -0.835
## ROILPF:Timepoint0.1 -0.20791 9.68937 -0.021
## ROIRPF:Timepoint0.1 -3.79969 9.68937 -0.392
## BlockB5:HandRight:ROIC4 -5.07149 13.70283 -0.370
## BlockB5:HandRight:ROIFz -3.17474 13.70283 -0.232
## BlockB5:HandRight:ROILPF -4.07173 13.70283 -0.297
## BlockB5:HandRight:ROIRPF 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:ROIC4:Timepoint-0.9 -0.09073 13.70283 -0.007
## BlockB5:ROIFz:Timepoint-0.9 4.20619 13.70283 0.307
## BlockB5:ROILPF:Timepoint-0.9 -0.64775 13.70283 -0.047
## BlockB5:ROIRPF:Timepoint-0.9 6.21249 13.70283 0.453
## BlockB5:ROIC4:Timepoint-0.8 5.31791 13.70283 0.388
## BlockB5:ROIFz:Timepoint-0.8 4.26517 13.70283 0.311
## BlockB5:ROILPF:Timepoint-0.8 4.33728 13.70283 0.317
## BlockB5:ROIRPF:Timepoint-0.8 6.83492 13.70283 0.499
## BlockB5:ROIC4:Timepoint-0.7 4.90205 13.70283 0.358
## BlockB5:ROIFz:Timepoint-0.7 2.64121 13.70283 0.193
## BlockB5:ROILPF:Timepoint-0.7 0.34087 13.70283 0.025
## BlockB5:ROIRPF:Timepoint-0.7 6.52352 13.70283 0.476
## BlockB5:ROIC4:Timepoint-0.6 4.25523 13.70283 0.311
## BlockB5:ROIFz:Timepoint-0.6 6.30139 13.70283 0.460
## BlockB5:ROILPF:Timepoint-0.6 2.54942 13.70283 0.186
## BlockB5:ROIRPF:Timepoint-0.6 7.60223 13.70283 0.555
## BlockB5:ROIC4:Timepoint-0.5 1.95396 13.70283 0.143
## BlockB5:ROIFz:Timepoint-0.5 10.53103 13.70283 0.769
## BlockB5:ROILPF:Timepoint-0.5 6.22101 13.70283 0.454
## BlockB5:ROIRPF:Timepoint-0.5 2.54081 13.70283 0.185
## BlockB5:ROIC4:Timepoint-0.4 6.42957 13.70283 0.469
## BlockB5:ROIFz:Timepoint-0.4 5.92472 13.70283 0.432
## BlockB5:ROILPF:Timepoint-0.4 1.29502 13.70283 0.095
## BlockB5:ROIRPF:Timepoint-0.4 7.25406 13.70283 0.529
## BlockB5:ROIC4:Timepoint-0.3 12.92087 13.70283 0.943
## BlockB5:ROIFz:Timepoint-0.3 -1.85752 13.70283 -0.136
## BlockB5:ROILPF:Timepoint-0.3 0.02467 13.70283 0.002
## BlockB5:ROIRPF:Timepoint-0.3 8.51222 13.70283 0.621
## BlockB5:ROIC4:Timepoint-0.2 9.54563 13.70283 0.697
## BlockB5:ROIFz:Timepoint-0.2 -1.85303 13.70283 -0.135
## BlockB5:ROILPF:Timepoint-0.2 -0.07733 13.70283 -0.006
## BlockB5:ROIRPF:Timepoint-0.2 9.90863 13.70283 0.723
## BlockB5:ROIC4:Timepoint-0.1 14.57855 13.70283 1.064
## BlockB5:ROIFz:Timepoint-0.1 0.12347 13.70283 0.009
## BlockB5:ROILPF:Timepoint-0.1 3.23175 13.70283 0.236
## BlockB5:ROIRPF:Timepoint-0.1 6.88978 13.70283 0.503
## BlockB5:ROIC4:Timepoint0 -5.07340 13.70283 -0.370
## BlockB5:ROIFz:Timepoint0 1.75760 13.70283 0.128
## BlockB5:ROILPF:Timepoint0 -3.82591 13.70283 -0.279
## BlockB5:ROIRPF:Timepoint0 0.84489 13.70283 0.062
## BlockB5:ROIC4:Timepoint0.1 8.13872 13.70283 0.594
## BlockB5:ROIFz:Timepoint0.1 10.17251 13.70283 0.742
## BlockB5:ROILPF:Timepoint0.1 5.83025 13.70283 0.425
## BlockB5:ROIRPF:Timepoint0.1 8.89634 13.70283 0.649
## HandRight:ROIC4:Timepoint-0.9 -2.86420 13.70283 -0.209
## HandRight:ROIFz:Timepoint-0.9 5.64405 13.70283 0.412
## HandRight:ROILPF:Timepoint-0.9 0.11415 13.70283 0.008
## HandRight:ROIRPF:Timepoint-0.9 2.91198 13.70283 0.213
## HandRight:ROIC4:Timepoint-0.8 -3.50519 13.70283 -0.256
## HandRight:ROIFz:Timepoint-0.8 6.19145 13.70283 0.452
## HandRight:ROILPF:Timepoint-0.8 4.50611 13.70283 0.329
## HandRight:ROIRPF:Timepoint-0.8 2.78574 13.70283 0.203
## HandRight:ROIC4:Timepoint-0.7 4.63387 13.70283 0.338
## HandRight:ROIFz:Timepoint-0.7 13.15779 13.70283 0.960
## HandRight:ROILPF:Timepoint-0.7 7.30902 13.70283 0.533
## HandRight:ROIRPF:Timepoint-0.7 5.89828 13.70283 0.430
## HandRight:ROIC4:Timepoint-0.6 2.11552 13.70283 0.154
## HandRight:ROIFz:Timepoint-0.6 9.12806 13.70283 0.666
## HandRight:ROILPF:Timepoint-0.6 3.38802 13.70283 0.247
## HandRight:ROIRPF:Timepoint-0.6 7.15575 13.70283 0.522
## HandRight:ROIC4:Timepoint-0.5 6.34203 13.70283 0.463
## HandRight:ROIFz:Timepoint-0.5 14.57862 13.70283 1.064
## HandRight:ROILPF:Timepoint-0.5 10.64723 13.70283 0.777
## HandRight:ROIRPF:Timepoint-0.5 5.54269 13.70283 0.404
## HandRight:ROIC4:Timepoint-0.4 2.54570 13.70283 0.186
## HandRight:ROIFz:Timepoint-0.4 13.81060 13.70283 1.008
## HandRight:ROILPF:Timepoint-0.4 9.33450 13.70283 0.681
## HandRight:ROIRPF:Timepoint-0.4 5.84209 13.70283 0.426
## HandRight:ROIC4:Timepoint-0.3 3.20864 13.70283 0.234
## HandRight:ROIFz:Timepoint-0.3 1.57677 13.70283 0.115
## HandRight:ROILPF:Timepoint-0.3 3.55142 13.70283 0.259
## HandRight:ROIRPF:Timepoint-0.3 3.15496 13.70283 0.230
## HandRight:ROIC4:Timepoint-0.2 4.05782 13.70283 0.296
## HandRight:ROIFz:Timepoint-0.2 9.20325 13.70283 0.672
## HandRight:ROILPF:Timepoint-0.2 3.66738 13.70283 0.268
## HandRight:ROIRPF:Timepoint-0.2 6.61764 13.70283 0.483
## HandRight:ROIC4:Timepoint-0.1 5.29408 13.70283 0.386
## HandRight:ROIFz:Timepoint-0.1 8.39096 13.70283 0.612
## HandRight:ROILPF:Timepoint-0.1 8.36565 13.70283 0.611
## HandRight:ROIRPF:Timepoint-0.1 4.78783 13.70283 0.349
## HandRight:ROIC4:Timepoint0 -4.29873 13.70283 -0.314
## HandRight:ROIFz:Timepoint0 5.86694 13.70283 0.428
## HandRight:ROILPF:Timepoint0 2.64300 13.70283 0.193
## HandRight:ROIRPF:Timepoint0 0.63933 13.70283 0.047
## HandRight:ROIC4:Timepoint0.1 -5.04447 13.70283 -0.368
## HandRight:ROIFz:Timepoint0.1 11.18109 13.70283 0.816
## HandRight:ROILPF:Timepoint0.1 4.31676 13.70283 0.315
## HandRight:ROIRPF:Timepoint0.1 -0.93935 13.70283 -0.069
## BlockB5:HandRight:ROIC4:Timepoint-0.9 -0.78560 19.37873 -0.041
## BlockB5:HandRight:ROIFz:Timepoint-0.9 2.23078 19.37873 0.115
## BlockB5:HandRight:ROILPF:Timepoint-0.9 7.03831 19.37873 0.363
## BlockB5:HandRight:ROIRPF:Timepoint-0.9 -6.31041 19.37873 -0.326
## BlockB5:HandRight:ROIC4:Timepoint-0.8 -1.94443 19.37873 -0.100
## BlockB5:HandRight:ROIFz:Timepoint-0.8 5.47340 19.37873 0.282
## BlockB5:HandRight:ROILPF:Timepoint-0.8 -0.42542 19.37873 -0.022
## BlockB5:HandRight:ROIRPF:Timepoint-0.8 -3.70424 19.37873 -0.191
## BlockB5:HandRight:ROIC4:Timepoint-0.7 -6.51911 19.37873 -0.336
## BlockB5:HandRight:ROIFz:Timepoint-0.7 -2.53461 19.37873 -0.131
## BlockB5:HandRight:ROILPF:Timepoint-0.7 -4.53432 19.37873 -0.234
## BlockB5:HandRight:ROIRPF:Timepoint-0.7 -11.09027 19.37873 -0.572
## BlockB5:HandRight:ROIC4:Timepoint-0.6 -2.12856 19.37873 -0.110
## BlockB5:HandRight:ROIFz:Timepoint-0.6 -0.44859 19.37873 -0.023
## BlockB5:HandRight:ROILPF:Timepoint-0.6 -2.40947 19.37873 -0.124
## BlockB5:HandRight:ROIRPF:Timepoint-0.6 -9.38286 19.37873 -0.484
## BlockB5:HandRight:ROIC4:Timepoint-0.5 -0.13263 19.37873 -0.007
## BlockB5:HandRight:ROIFz:Timepoint-0.5 -1.67967 19.37873 -0.087
## BlockB5:HandRight:ROILPF:Timepoint-0.5 -6.94408 19.37873 -0.358
## BlockB5:HandRight:ROIRPF:Timepoint-0.5 -3.62265 19.37873 -0.187
## BlockB5:HandRight:ROIC4:Timepoint-0.4 7.30437 19.37873 0.377
## BlockB5:HandRight:ROIFz:Timepoint-0.4 7.65956 19.37873 0.395
## BlockB5:HandRight:ROILPF:Timepoint-0.4 4.05838 19.37873 0.209
## BlockB5:HandRight:ROIRPF:Timepoint-0.4 7.92601 19.37873 0.409
## BlockB5:HandRight:ROIC4:Timepoint-0.3 -3.56899 19.37873 -0.184
## BlockB5:HandRight:ROIFz:Timepoint-0.3 14.61809 19.37873 0.754
## BlockB5:HandRight:ROILPF:Timepoint-0.3 7.68503 19.37873 0.397
## BlockB5:HandRight:ROIRPF:Timepoint-0.3 -1.19105 19.37873 -0.061
## BlockB5:HandRight:ROIC4:Timepoint-0.2 -6.00458 19.37873 -0.310
## BlockB5:HandRight:ROIFz:Timepoint-0.2 17.40046 19.37873 0.898
## BlockB5:HandRight:ROILPF:Timepoint-0.2 8.20068 19.37873 0.423
## BlockB5:HandRight:ROIRPF:Timepoint-0.2 -9.13476 19.37873 -0.471
## BlockB5:HandRight:ROIC4:Timepoint-0.1 -10.59031 19.37873 -0.546
## BlockB5:HandRight:ROIFz:Timepoint-0.1 12.53137 19.37873 0.647
## BlockB5:HandRight:ROILPF:Timepoint-0.1 1.90804 19.37873 0.098
## BlockB5:HandRight:ROIRPF:Timepoint-0.1 -3.94496 19.37873 -0.204
## BlockB5:HandRight:ROIC4:Timepoint0 11.63100 19.37873 0.600
## BlockB5:HandRight:ROIFz:Timepoint0 3.41651 19.37873 0.176
## BlockB5:HandRight:ROILPF:Timepoint0 5.83921 19.37873 0.301
## BlockB5:HandRight:ROIRPF:Timepoint0 4.67492 19.37873 0.241
## BlockB5:HandRight:ROIC4:Timepoint0.1 5.91136 19.37873 0.305
## BlockB5:HandRight:ROIFz:Timepoint0.1 -0.23873 19.37873 -0.012
## BlockB5:HandRight:ROILPF:Timepoint0.1 -1.98180 19.37873 -0.102
## BlockB5:HandRight:ROIRPF: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#Final models Prep/Band ERDS Blocks
#Last button press Block 1
m.prep.alpha2 <- lmer(Alpha ~ Block * Hand * ROI + (1|Subject), data = prepwide_final)
Anova(m.prep.alpha2)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Alpha
## Chisq Df Pr(>Chisq)
## Block 66.9427 1 2.795e-16 ***
## Hand 0.3177 1 0.57297
## ROI 158.6547 4 < 2.2e-16 ***
## Block:Hand 47.1334 1 6.632e-12 ***
## Block:ROI 10.2433 4 0.03652 *
## Hand:ROI 6.2001 4 0.18470
## Block:Hand:ROI 18.3582 4 0.00105 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1m.prep.theta2 <- lmer(Theta ~ Block * Hand * ROI + (1|Subject), data = prepwide_final)
Anova(m.prep.theta2)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Theta
## Chisq Df Pr(>Chisq)
## Block 33.9595 1 5.627e-09 ***
## Hand 0.3667 1 0.544789
## ROI 134.4050 4 < 2.2e-16 ***
## Block:Hand 70.3433 1 < 2.2e-16 ***
## Block:ROI 3.7579 4 0.439763
## Hand:ROI 10.9165 4 0.027518 *
## Block:Hand:ROI 18.1774 4 0.001139 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1m.prep.beta2 <- lmer(Beta ~ Block * Hand + (1|Subject), data = prepwide_final)
Anova(m.prep.beta2)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Beta
## Chisq Df Pr(>Chisq)
## Block 13.2993 1 0.0002655 ***
## Hand 12.6639 1 0.0003728 ***
## Block:Hand 8.4344 1 0.0036819 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1AIC (m.prep.alpha2, m.prep.theta2, m.prep.beta2)## df AIC
## m.prep.alpha2 22 57935.51
## m.prep.theta2 22 60051.98
## m.prep.beta2 6 55279.05#Posthocs Prep
#Posthocs
emmip(m.prep.alpha2, Block ~ ROI | Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 6000' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 6000)' or larger];
## but be warned that this may result in large computation time and memory use.## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 6000' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 6000)' or larger];
## but be warned that this may result in large computation time and memory use.
emmeans(m.prep.alpha2, pairwise ~ Block | ROI | Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 6000' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 6000)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 6000' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 6000)' or larger];
## but be warned that this may result in large computation time and memory use.## $emmeans
## ROI = C3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -22.43 2.71 Inf -27.73 -17.1295
## B5 -15.81 2.71 Inf -21.11 -10.5097
##
## ROI = C4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -29.44 2.71 Inf -34.74 -24.1391
## B5 -13.27 2.71 Inf -18.57 -7.9647
##
## ROI = Fz, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -12.36 2.71 Inf -17.66 -7.0573
## B5 -1.64 2.71 Inf -6.94 3.6671
##
## ROI = LPF, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -23.72 2.71 Inf -29.03 -18.4209
## B5 -11.04 2.71 Inf -16.34 -5.7351
##
## ROI = RPF, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -25.62 2.71 Inf -30.92 -20.3173
## B5 -13.31 2.71 Inf -18.62 -8.0124
##
## ROI = C3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -19.90 2.71 Inf -25.20 -14.5984
## B5 -20.87 2.71 Inf -26.17 -15.5634
##
## ROI = C4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -20.28 2.71 Inf -25.58 -14.9762
## B5 -26.03 2.71 Inf -31.33 -20.7237
##
## ROI = Fz, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -13.43 2.71 Inf -18.73 -8.1255
## B5 -5.29 2.71 Inf -10.59 0.0162
##
## ROI = LPF, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -16.95 2.71 Inf -22.26 -11.6502
## B5 -11.71 2.71 Inf -17.02 -6.4114
##
## ROI = RPF, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -18.51 2.71 Inf -23.82 -13.2104
## B5 -20.06 2.71 Inf -25.36 -14.7596
##
## Degrees-of-freedom method: asymptotic
## Confidence level used: 0.95
##
## $contrasts
## ROI = C3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -6.620 2.46 Inf -2.692 0.0071
##
## ROI = C4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -16.174 2.46 Inf -6.577 <.0001
##
## ROI = Fz, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -10.724 2.46 Inf -4.361 <.0001
##
## ROI = LPF, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -12.686 2.46 Inf -5.158 <.0001
##
## ROI = RPF, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -12.305 2.46 Inf -5.004 <.0001
##
## ROI = C3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 0.965 2.46 Inf 0.392 0.6948
##
## ROI = C4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.747 2.46 Inf 2.337 0.0194
##
## ROI = Fz, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -8.142 2.46 Inf -3.311 0.0009
##
## ROI = LPF, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -5.239 2.46 Inf -2.130 0.0331
##
## ROI = RPF, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 1.549 2.46 Inf 0.630 0.5287
##
## Degrees-of-freedom method: asymptoticemmip(m.prep.theta2, Block ~ ROI | Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 6000' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 6000)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 6000' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 6000)' or larger];
## but be warned that this may result in large computation time and memory use.
emmeans(m.prep.theta2, pairwise ~ Block | ROI | Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 6000' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 6000)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 6000' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 6000)' or larger];
## but be warned that this may result in large computation time and memory use.## $emmeans
## ROI = C3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -19.09 3.36 Inf -25.68 -12.50
## B5 -11.92 3.36 Inf -18.51 -5.33
##
## ROI = C4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -19.04 3.36 Inf -25.63 -12.44
## B5 -1.90 3.36 Inf -8.49 4.69
##
## ROI = Fz, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -3.54 3.36 Inf -10.13 3.06
## B5 8.38 3.36 Inf 1.79 14.98
##
## ROI = LPF, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -17.18 3.36 Inf -23.77 -10.59
## B5 -5.14 3.36 Inf -11.74 1.45
##
## ROI = RPF, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -20.95 3.36 Inf -27.54 -14.35
## B5 -3.26 3.36 Inf -9.85 3.33
##
## ROI = C3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -11.68 3.36 Inf -18.27 -5.09
## B5 -12.93 3.36 Inf -19.52 -6.33
##
## ROI = C4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -9.54 3.36 Inf -16.13 -2.95
## B5 -19.09 3.36 Inf -25.68 -12.50
##
## ROI = Fz, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -2.90 3.36 Inf -9.49 3.69
## B5 1.00 3.36 Inf -5.59 7.59
##
## ROI = LPF, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -8.57 3.36 Inf -15.16 -1.98
## B5 -7.77 3.36 Inf -14.36 -1.18
##
## ROI = RPF, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -10.99 3.36 Inf -17.58 -4.40
## B5 -16.78 3.36 Inf -23.37 -10.19
##
## Degrees-of-freedom method: asymptotic
## Confidence level used: 0.95
##
## $contrasts
## ROI = C3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -7.169 2.93 Inf -2.443 0.0146
##
## ROI = C4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -17.138 2.93 Inf -5.840 <.0001
##
## ROI = Fz, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -11.920 2.93 Inf -4.062 <.0001
##
## ROI = LPF, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -12.038 2.93 Inf -4.102 <.0001
##
## ROI = RPF, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -17.689 2.93 Inf -6.028 <.0001
##
## ROI = C3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 1.249 2.93 Inf 0.425 0.6705
##
## ROI = C4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 9.548 2.93 Inf 3.254 0.0011
##
## ROI = Fz, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -3.903 2.93 Inf -1.330 0.1836
##
## ROI = LPF, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -0.804 2.93 Inf -0.274 0.7840
##
## ROI = RPF, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.787 2.93 Inf 1.972 0.0486
##
## Degrees-of-freedom method: asymptoticemmip(m.prep.beta2, Block ~ Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 6000' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 6000)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 6000' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 6000)' or larger];
## but be warned that this may result in large computation time and memory use.
emmeans(m.prep.beta2, pairwise ~ Block | Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 6000' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 6000)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 6000' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 6000)' or larger];
## but be warned that this may result in large computation time and memory use.## $emmeans
## Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -18.9 1.89 Inf -22.6 -15.2
## B5 -14.8 1.89 Inf -18.5 -11.1
##
## Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -14.9 1.89 Inf -18.6 -11.2
## B5 -14.4 1.89 Inf -18.1 -10.7
##
## Degrees-of-freedom method: asymptotic
## Confidence level used: 0.95
##
## $contrasts
## Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.068 0.878 Inf -4.632 <.0001
##
## Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -0.461 0.878 Inf -0.525 0.5995
##
## Degrees-of-freedom method: asymptotic#Model Mot/Band ERDS Blocks
#Last button press Block 1
m.mot.alpha <- lmer(Alpha ~ Block * Hand * ROI *Timepoint + (1|Subject), data = motwide_final)
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: motwide_final
##
## 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
## ROIC4 6.566e-01 1.391e+01 0.047
## ROIFz 1.302e+01 1.391e+01 0.936
## ROILPF 2.245e+00 1.391e+01 0.161
## ROIRPF 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:ROIC4 1.235e+00 1.967e+01 0.063
## BlockB5:ROIFz 3.170e+00 1.967e+01 0.161
## BlockB5:ROILPF -5.530e-01 1.967e+01 -0.028
## BlockB5:ROIRPF 4.215e-01 1.967e+01 0.021
## HandRight:ROIC4 -1.155e+01 1.967e+01 -0.587
## HandRight:ROIFz 3.842e+00 1.967e+01 0.195
## HandRight:ROILPF 1.389e+00 1.967e+01 0.071
## HandRight:ROIRPF -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
## ROIC4:Timepoint0.1 -8.066e+00 1.967e+01 -0.410
## ROIFz:Timepoint0.1 -5.836e-01 1.967e+01 -0.030
## ROILPF:Timepoint0.1 4.184e-01 1.967e+01 0.021
## ROIRPF:Timepoint0.1 1.955e+00 1.967e+01 0.099
## ROIC4:Timepoint0.2 1.105e+00 1.967e+01 0.056
## ROIFz:Timepoint0.2 -1.736e-01 1.967e+01 -0.009
## ROILPF:Timepoint0.2 3.008e+00 1.967e+01 0.153
## ROIRPF:Timepoint0.2 1.542e+00 1.967e+01 0.078
## ROIC4:Timepoint0.3 -3.460e+00 1.967e+01 -0.176
## ROIFz:Timepoint0.3 4.476e+00 1.967e+01 0.228
## ROILPF:Timepoint0.3 1.580e+00 1.967e+01 0.080
## ROIRPF:Timepoint0.3 -3.551e+00 1.967e+01 -0.181
## ROIC4:Timepoint0.4 -5.881e+00 1.967e+01 -0.299
## ROIFz:Timepoint0.4 3.898e+00 1.967e+01 0.198
## ROILPF:Timepoint0.4 -5.610e+00 1.967e+01 -0.285
## ROIRPF:Timepoint0.4 -6.928e+00 1.967e+01 -0.352
## ROIC4:Timepoint0.5 -7.333e+00 1.967e+01 -0.373
## ROIFz:Timepoint0.5 -3.507e+00 1.967e+01 -0.178
## ROILPF:Timepoint0.5 -4.828e+00 1.967e+01 -0.246
## ROIRPF:Timepoint0.5 -5.473e+00 1.967e+01 -0.278
## ROIC4:Timepoint0.6 -6.080e+00 1.967e+01 -0.309
## ROIFz:Timepoint0.6 5.829e+00 1.967e+01 0.296
## ROILPF:Timepoint0.6 -3.583e+00 1.967e+01 -0.182
## ROIRPF:Timepoint0.6 -4.047e+00 1.967e+01 -0.206
## ROIC4:Timepoint0.7 -6.196e+00 1.967e+01 -0.315
## ROIFz:Timepoint0.7 8.250e+00 1.967e+01 0.419
## ROILPF:Timepoint0.7 -3.915e+00 1.967e+01 -0.199
## ROIRPF:Timepoint0.7 -4.785e+00 1.967e+01 -0.243
## ROIC4:Timepoint0.8 -1.119e+01 1.967e+01 -0.569
## ROIFz:Timepoint0.8 -4.148e+00 1.967e+01 -0.211
## ROILPF:Timepoint0.8 -4.609e+00 1.967e+01 -0.234
## ROIRPF:Timepoint0.8 -3.666e+00 1.967e+01 -0.186
## ROIC4:Timepoint0.9 -1.087e+00 1.967e+01 -0.055
## ROIFz:Timepoint0.9 3.932e+00 1.967e+01 0.200
## ROILPF:Timepoint0.9 -2.326e+00 1.967e+01 -0.118
## ROIRPF:Timepoint0.9 -2.346e+00 1.967e+01 -0.119
## ROIC4:Timepoint1 1.040e+00 1.967e+01 0.053
## ROIFz:Timepoint1 5.881e+00 1.967e+01 0.299
## ROILPF:Timepoint1 8.677e-01 1.967e+01 0.044
## ROIRPF:Timepoint1 -4.924e-01 1.967e+01 -0.025
## ROIC4:Timepoint1.1 1.297e+00 1.967e+01 0.066
## ROIFz:Timepoint1.1 1.363e+01 1.967e+01 0.693
## ROILPF:Timepoint1.1 1.014e+01 1.967e+01 0.516
## ROIRPF:Timepoint1.1 -1.511e+00 1.967e+01 -0.077
## ROIC4:Timepoint1.2 7.053e+00 1.967e+01 0.359
## ROIFz:Timepoint1.2 1.384e+01 1.967e+01 0.704
## ROILPF:Timepoint1.2 8.122e+00 1.967e+01 0.413
## ROIRPF:Timepoint1.2 -2.329e-01 1.967e+01 -0.012
## ROIC4:Timepoint1.3 1.220e+01 1.967e+01 0.620
## ROIFz:Timepoint1.3 7.213e+00 1.967e+01 0.367
## ROILPF:Timepoint1.3 4.180e+00 1.967e+01 0.213
## ROIRPF:Timepoint1.3 8.547e-01 1.967e+01 0.043
## ROIC4:Timepoint1.4 -4.698e+00 1.967e+01 -0.239
## ROIFz:Timepoint1.4 -1.199e+01 1.967e+01 -0.610
## ROILPF:Timepoint1.4 -3.276e+00 1.967e+01 -0.167
## ROIRPF:Timepoint1.4 -4.989e+00 1.967e+01 -0.254
## ROIC4:Timepoint1.5 -8.401e+00 1.967e+01 -0.427
## ROIFz:Timepoint1.5 -8.060e+00 1.967e+01 -0.410
## ROILPF:Timepoint1.5 2.243e+00 1.967e+01 0.114
## ROIRPF:Timepoint1.5 -2.054e+00 1.967e+01 -0.104
## ROIC4:Timepoint1.6 3.817e+00 1.967e+01 0.194
## ROIFz:Timepoint1.6 -3.302e+00 1.967e+01 -0.168
## ROILPF:Timepoint1.6 2.436e+00 1.967e+01 0.124
## ROIRPF:Timepoint1.6 3.690e+00 1.967e+01 0.188
## ROIC4:Timepoint1.7 2.299e+00 1.967e+01 0.117
## ROIFz:Timepoint1.7 -1.088e-01 1.967e+01 -0.006
## ROILPF:Timepoint1.7 2.803e+00 1.967e+01 0.143
## ROIRPF:Timepoint1.7 -3.650e-01 1.967e+01 -0.019
## ROIC4:Timepoint1.8 7.637e+00 1.967e+01 0.388
## ROIFz:Timepoint1.8 2.041e-01 1.967e+01 0.010
## ROILPF:Timepoint1.8 6.189e+00 1.967e+01 0.315
## ROIRPF:Timepoint1.8 2.660e+00 1.967e+01 0.135
## ROIC4:Timepoint1.9 -1.394e+01 1.967e+01 -0.709
## ROIFz:Timepoint1.9 -3.709e+00 1.967e+01 -0.189
## ROILPF:Timepoint1.9 9.565e+00 1.967e+01 0.486
## ROIRPF:Timepoint1.9 -5.820e+00 1.967e+01 -0.296
## ROIC4:Timepoint2 -4.557e+00 1.967e+01 -0.232
## ROIFz:Timepoint2 -1.216e+00 1.967e+01 -0.062
## ROILPF:Timepoint2 1.416e+01 1.967e+01 0.720
## ROIRPF:Timepoint2 -3.715e+00 1.967e+01 -0.189
## ROIC4:Timepoint2.1 -1.107e+01 1.967e+01 -0.563
## ROIFz:Timepoint2.1 2.209e+00 1.967e+01 0.112
## ROILPF:Timepoint2.1 2.252e+00 1.967e+01 0.114
## ROIRPF:Timepoint2.1 -2.778e+00 1.967e+01 -0.141
## ROIC4:Timepoint2.2 -5.318e+00 1.967e+01 -0.270
## ROIFz:Timepoint2.2 -9.478e-01 1.967e+01 -0.048
## ROILPF:Timepoint2.2 2.275e+00 1.967e+01 0.116
## ROIRPF:Timepoint2.2 -2.269e+00 1.967e+01 -0.115
## ROIC4:Timepoint2.3 -1.039e+00 1.967e+01 -0.053
## ROIFz:Timepoint2.3 6.639e-01 1.967e+01 0.034
## ROILPF:Timepoint2.3 4.775e+00 1.967e+01 0.243
## ROIRPF:Timepoint2.3 -4.112e+00 1.967e+01 -0.209
## ROIC4:Timepoint2.4 2.510e+00 1.967e+01 0.128
## ROIFz:Timepoint2.4 -7.057e-01 1.967e+01 -0.036
## ROILPF:Timepoint2.4 -1.706e+00 1.967e+01 -0.087
## ROIRPF:Timepoint2.4 -3.545e+00 1.967e+01 -0.180
## ROIC4:Timepoint2.5 2.878e+00 1.967e+01 0.146
## ROIFz:Timepoint2.5 5.854e-01 1.967e+01 0.030
## ROILPF:Timepoint2.5 -5.894e-01 1.967e+01 -0.030
## ROIRPF:Timepoint2.5 -3.396e+00 1.967e+01 -0.173
## ROIC4:Timepoint2.6 -2.600e+00 1.967e+01 -0.132
## ROIFz:Timepoint2.6 -4.064e-01 1.967e+01 -0.021
## ROILPF:Timepoint2.6 -9.968e-01 1.967e+01 -0.051
## ROIRPF:Timepoint2.6 -5.119e+00 1.967e+01 -0.260
## ROIC4:Timepoint2.7 -4.626e+00 1.967e+01 -0.235
## ROIFz:Timepoint2.7 8.586e+00 1.967e+01 0.437
## ROILPF:Timepoint2.7 3.975e+00 1.967e+01 0.202
## ROIRPF:Timepoint2.7 -6.699e+00 1.967e+01 -0.341
## ROIC4:Timepoint2.8 -3.731e+00 1.967e+01 -0.190
## ROIFz:Timepoint2.8 3.932e+00 1.967e+01 0.200
## ROILPF:Timepoint2.8 2.947e+00 1.967e+01 0.150
## ROIRPF:Timepoint2.8 -1.773e+00 1.967e+01 -0.090
## ROIC4:Timepoint2.9 -6.670e+00 1.967e+01 -0.339
## ROIFz:Timepoint2.9 -9.045e+00 1.967e+01 -0.460
## ROILPF:Timepoint2.9 -4.503e+00 1.967e+01 -0.229
## ROIRPF:Timepoint2.9 -6.653e+00 1.967e+01 -0.338
## ROIC4:Timepoint3 -1.967e+00 1.967e+01 -0.100
## ROIFz:Timepoint3 -9.026e+00 1.967e+01 -0.459
## ROILPF:Timepoint3 -7.022e+00 1.967e+01 -0.357
## ROIRPF:Timepoint3 1.630e+00 1.967e+01 0.083
## BlockB5:HandRight:ROIC4 1.433e+01 2.781e+01 0.515
## BlockB5:HandRight:ROIFz 1.176e+01 2.781e+01 0.423
## BlockB5:HandRight:ROILPF 1.319e+01 2.781e+01 0.474
## BlockB5:HandRight:ROIRPF 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
## BlockB5:HandRight:Timepoint2.1 1.045e+01 2.781e+01 0.376
## BlockB5:HandRight:Timepoint2.2 1.699e+01 2.781e+01 0.611
## BlockB5:HandRight:Timepoint2.3 -1.205e+01 2.781e+01 -0.433
## BlockB5:HandRight:Timepoint2.4 1.507e+00 2.781e+01 0.054
## BlockB5:HandRight:Timepoint2.5 2.741e+01 2.781e+01 0.985
## BlockB5:HandRight:Timepoint2.6 1.523e+01 2.781e+01 0.548
## BlockB5:HandRight:Timepoint2.7 2.890e+01 2.781e+01 1.039
## BlockB5:HandRight:Timepoint2.8 6.156e+00 2.781e+01 0.221
## BlockB5:HandRight:Timepoint2.9 -2.023e+01 2.781e+01 -0.727
## BlockB5:HandRight:Timepoint3 8.306e+00 2.781e+01 0.299
## BlockB5:ROIC4:Timepoint0.1 1.508e+01 2.781e+01 0.542
## BlockB5:ROIFz:Timepoint0.1 6.657e+00 2.781e+01 0.239
## BlockB5:ROILPF:Timepoint0.1 7.218e+00 2.781e+01 0.260
## BlockB5:ROIRPF:Timepoint0.1 7.068e-01 2.781e+01 0.025
## BlockB5:ROIC4:Timepoint0.2 -1.288e+00 2.781e+01 -0.046
## BlockB5:ROIFz:Timepoint0.2 4.786e+00 2.781e+01 0.172
## BlockB5:ROILPF:Timepoint0.2 1.903e+00 2.781e+01 0.068
## BlockB5:ROIRPF:Timepoint0.2 3.217e+00 2.781e+01 0.116
## BlockB5:ROIC4:Timepoint0.3 -8.327e+00 2.781e+01 -0.299
## BlockB5:ROIFz:Timepoint0.3 -1.386e-01 2.781e+01 -0.005
## BlockB5:ROILPF:Timepoint0.3 1.293e+00 2.781e+01 0.046
## BlockB5:ROIRPF:Timepoint0.3 -4.276e-01 2.781e+01 -0.015
## BlockB5:ROIC4:Timepoint0.4 2.639e+00 2.781e+01 0.095
## BlockB5:ROIFz:Timepoint0.4 5.662e+00 2.781e+01 0.204
## BlockB5:ROILPF:Timepoint0.4 1.351e+01 2.781e+01 0.486
## BlockB5:ROIRPF:Timepoint0.4 1.245e+01 2.781e+01 0.447
## BlockB5:ROIC4:Timepoint0.5 -1.198e+00 2.781e+01 -0.043
## BlockB5:ROIFz:Timepoint0.5 7.001e+00 2.781e+01 0.252
## BlockB5:ROILPF:Timepoint0.5 1.183e+01 2.781e+01 0.425
## BlockB5:ROIRPF:Timepoint0.5 1.730e+01 2.781e+01 0.622
## BlockB5:ROIC4:Timepoint0.6 3.680e+00 2.781e+01 0.132
## BlockB5:ROIFz:Timepoint0.6 -1.794e+00 2.781e+01 -0.065
## BlockB5:ROILPF:Timepoint0.6 1.690e+01 2.781e+01 0.608
## BlockB5:ROIRPF:Timepoint0.6 1.060e+01 2.781e+01 0.381
## BlockB5:ROIC4:Timepoint0.7 1.070e+01 2.781e+01 0.385
## BlockB5:ROIFz:Timepoint0.7 1.857e+01 2.781e+01 0.668
## BlockB5:ROILPF:Timepoint0.7 1.863e+01 2.781e+01 0.670
## BlockB5:ROIRPF:Timepoint0.7 1.175e+01 2.781e+01 0.422
## BlockB5:ROIC4:Timepoint0.8 1.299e+01 2.781e+01 0.467
## BlockB5:ROIFz:Timepoint0.8 1.710e+01 2.781e+01 0.615
## BlockB5:ROILPF:Timepoint0.8 1.978e+01 2.781e+01 0.711
## BlockB5:ROIRPF:Timepoint0.8 6.115e+00 2.781e+01 0.220
## BlockB5:ROIC4:Timepoint0.9 2.491e+00 2.781e+01 0.090
## BlockB5:ROIFz:Timepoint0.9 1.076e+01 2.781e+01 0.387
## BlockB5:ROILPF:Timepoint0.9 1.415e+01 2.781e+01 0.509
## BlockB5:ROIRPF:Timepoint0.9 8.887e+00 2.781e+01 0.320
## BlockB5:ROIC4:Timepoint1 -4.274e+00 2.781e+01 -0.154
## BlockB5:ROIFz:Timepoint1 3.751e+00 2.781e+01 0.135
## BlockB5:ROILPF:Timepoint1 3.153e+00 2.781e+01 0.113
## BlockB5:ROIRPF:Timepoint1 2.646e+00 2.781e+01 0.095
## BlockB5:ROIC4:Timepoint1.1 1.953e+00 2.781e+01 0.070
## BlockB5:ROIFz:Timepoint1.1 -9.524e+00 2.781e+01 -0.342
## BlockB5:ROILPF:Timepoint1.1 -1.469e+01 2.781e+01 -0.528
## BlockB5:ROIRPF:Timepoint1.1 1.357e+00 2.781e+01 0.049
## BlockB5:ROIC4:Timepoint1.2 -6.205e+01 2.781e+01 -2.231
## BlockB5:ROIFz:Timepoint1.2 -7.153e+01 2.781e+01 -2.572
## BlockB5:ROILPF:Timepoint1.2 -5.782e+01 2.781e+01 -2.079
## BlockB5:ROIRPF:Timepoint1.2 -3.439e+01 2.781e+01 -1.237
## BlockB5:ROIC4:Timepoint1.3 -1.954e+01 2.781e+01 -0.702
## BlockB5:ROIFz:Timepoint1.3 -1.470e+01 2.781e+01 -0.528
## BlockB5:ROILPF:Timepoint1.3 -3.380e+00 2.781e+01 -0.122
## BlockB5:ROIRPF:Timepoint1.3 -3.855e-01 2.781e+01 -0.014
## BlockB5:ROIC4:Timepoint1.4 2.193e+01 2.781e+01 0.789
## BlockB5:ROIFz:Timepoint1.4 2.412e+01 2.781e+01 0.867
## BlockB5:ROILPF:Timepoint1.4 2.007e+01 2.781e+01 0.722
## BlockB5:ROIRPF:Timepoint1.4 1.951e+01 2.781e+01 0.701
## BlockB5:ROIC4:Timepoint1.5 1.686e+01 2.781e+01 0.606
## BlockB5:ROIFz:Timepoint1.5 1.384e+01 2.781e+01 0.497
## BlockB5:ROILPF:Timepoint1.5 1.015e+01 2.781e+01 0.365
## BlockB5:ROIRPF:Timepoint1.5 9.858e+00 2.781e+01 0.354
## BlockB5:ROIC4:Timepoint1.6 -4.365e+00 2.781e+01 -0.157
## BlockB5:ROIFz:Timepoint1.6 1.207e+01 2.781e+01 0.434
## BlockB5:ROILPF:Timepoint1.6 1.418e+01 2.781e+01 0.510
## BlockB5:ROIRPF:Timepoint1.6 -1.986e+00 2.781e+01 -0.071
## BlockB5:ROIC4:Timepoint1.7 2.247e+01 2.781e+01 0.808
## BlockB5:ROIFz:Timepoint1.7 1.449e+01 2.781e+01 0.521
## BlockB5:ROILPF:Timepoint1.7 1.816e+01 2.781e+01 0.653
## BlockB5:ROIRPF:Timepoint1.7 1.026e+01 2.781e+01 0.369
## BlockB5:ROIC4:Timepoint1.8 1.816e+01 2.781e+01 0.653
## BlockB5:ROIFz:Timepoint1.8 2.763e+01 2.781e+01 0.993
## BlockB5:ROILPF:Timepoint1.8 1.667e+01 2.781e+01 0.599
## BlockB5:ROIRPF:Timepoint1.8 1.382e+01 2.781e+01 0.497
## BlockB5:ROIC4:Timepoint1.9 1.981e+01 2.781e+01 0.712
## BlockB5:ROIFz:Timepoint1.9 1.299e+01 2.781e+01 0.467
## BlockB5:ROILPF:Timepoint1.9 3.652e+00 2.781e+01 0.131
## BlockB5:ROIRPF:Timepoint1.9 1.838e+01 2.781e+01 0.661
## BlockB5:ROIC4:Timepoint2 -6.320e+00 2.781e+01 -0.227
## BlockB5:ROIFz:Timepoint2 1.209e+00 2.781e+01 0.043
## BlockB5:ROILPF:Timepoint2 -8.943e+00 2.781e+01 -0.322
## BlockB5:ROIRPF:Timepoint2 4.448e+00 2.781e+01 0.160
## BlockB5:ROIC4:Timepoint2.1 -4.389e-04 2.781e+01 0.000
## BlockB5:ROIFz:Timepoint2.1 4.385e+00 2.781e+01 0.158
## BlockB5:ROILPF:Timepoint2.1 -2.818e+00 2.781e+01 -0.101
## BlockB5:ROIRPF:Timepoint2.1 1.661e+00 2.781e+01 0.060
## BlockB5:ROIC4:Timepoint2.2 8.567e+00 2.781e+01 0.308
## BlockB5:ROIFz:Timepoint2.2 4.135e+01 2.781e+01 1.487
## BlockB5:ROILPF:Timepoint2.2 2.712e+01 2.781e+01 0.975
## BlockB5:ROIRPF:Timepoint2.2 1.476e+01 2.781e+01 0.530
## BlockB5:ROIC4:Timepoint2.3 -8.376e+00 2.781e+01 -0.301
## BlockB5:ROIFz:Timepoint2.3 2.303e+01 2.781e+01 0.828
## BlockB5:ROILPF:Timepoint2.3 1.484e+01 2.781e+01 0.533
## BlockB5:ROIRPF:Timepoint2.3 7.035e+00 2.781e+01 0.253
## BlockB5:ROIC4:Timepoint2.4 -7.211e+00 2.781e+01 -0.259
## BlockB5:ROIFz:Timepoint2.4 1.506e+01 2.781e+01 0.541
## BlockB5:ROILPF:Timepoint2.4 1.069e+01 2.781e+01 0.384
## BlockB5:ROIRPF:Timepoint2.4 3.310e+00 2.781e+01 0.119
## BlockB5:ROIC4:Timepoint2.5 -3.412e+00 2.781e+01 -0.123
## BlockB5:ROIFz:Timepoint2.5 7.650e+00 2.781e+01 0.275
## BlockB5:ROILPF:Timepoint2.5 1.135e+01 2.781e+01 0.408
## BlockB5:ROIRPF:Timepoint2.5 5.344e+00 2.781e+01 0.192
## BlockB5:ROIC4:Timepoint2.6 4.480e+00 2.781e+01 0.161
## BlockB5:ROIFz:Timepoint2.6 1.011e+01 2.781e+01 0.364
## BlockB5:ROILPF:Timepoint2.6 6.235e+00 2.781e+01 0.224
## BlockB5:ROIRPF:Timepoint2.6 7.518e+00 2.781e+01 0.270
## BlockB5:ROIC4:Timepoint2.7 2.279e+00 2.781e+01 0.082
## BlockB5:ROIFz:Timepoint2.7 1.643e+01 2.781e+01 0.591
## BlockB5:ROILPF:Timepoint2.7 9.803e+00 2.781e+01 0.352
## BlockB5:ROIRPF:Timepoint2.7 1.597e+01 2.781e+01 0.574
## BlockB5:ROIC4:Timepoint2.8 -2.197e-01 2.781e+01 -0.008
## BlockB5:ROIFz:Timepoint2.8 1.607e+01 2.781e+01 0.578
## BlockB5:ROILPF:Timepoint2.8 8.810e+00 2.781e+01 0.317
## BlockB5:ROIRPF:Timepoint2.8 1.209e+01 2.781e+01 0.435
## BlockB5:ROIC4:Timepoint2.9 -2.233e+01 2.781e+01 -0.803
## BlockB5:ROIFz:Timepoint2.9 -5.573e+00 2.781e+01 -0.200
## BlockB5:ROILPF:Timepoint2.9 -1.287e+01 2.781e+01 -0.463
## BlockB5:ROIRPF:Timepoint2.9 -1.447e+01 2.781e+01 -0.520
## BlockB5:ROIC4:Timepoint3 2.383e+00 2.781e+01 0.086
## BlockB5:ROIFz:Timepoint3 -2.174e+00 2.781e+01 -0.078
## BlockB5:ROILPF:Timepoint3 -3.295e+00 2.781e+01 -0.118
## BlockB5:ROIRPF:Timepoint3 -2.010e+00 2.781e+01 -0.072
## HandRight:ROIC4:Timepoint0.1 1.433e+01 2.781e+01 0.515
## HandRight:ROIFz:Timepoint0.1 -7.721e+00 2.781e+01 -0.278
## HandRight:ROILPF:Timepoint0.1 -4.755e+00 2.781e+01 -0.171
## HandRight:ROIRPF:Timepoint0.1 1.019e+00 2.781e+01 0.037
## HandRight:ROIC4:Timepoint0.2 1.368e+01 2.781e+01 0.492
## HandRight:ROIFz:Timepoint0.2 -8.004e+00 2.781e+01 -0.288
## HandRight:ROILPF:Timepoint0.2 -6.121e+00 2.781e+01 -0.220
## HandRight:ROIRPF:Timepoint0.2 3.391e+00 2.781e+01 0.122
## HandRight:ROIC4:Timepoint0.3 1.683e+01 2.781e+01 0.605
## HandRight:ROIFz:Timepoint0.3 -4.956e+00 2.781e+01 -0.178
## HandRight:ROILPF:Timepoint0.3 -5.134e-01 2.781e+01 -0.018
## HandRight:ROIRPF:Timepoint0.3 1.325e+01 2.781e+01 0.476
## HandRight:ROIC4:Timepoint0.4 1.829e+01 2.781e+01 0.658
## HandRight:ROIFz:Timepoint0.4 -2.168e+00 2.781e+01 -0.078
## HandRight:ROILPF:Timepoint0.4 7.840e+00 2.781e+01 0.282
## HandRight:ROIRPF:Timepoint0.4 1.673e+01 2.781e+01 0.602
## HandRight:ROIC4:Timepoint0.5 -6.988e+00 2.781e+01 -0.251
## HandRight:ROIFz:Timepoint0.5 -2.054e+01 2.781e+01 -0.738
## HandRight:ROILPF:Timepoint0.5 -1.442e+01 2.781e+01 -0.519
## HandRight:ROIRPF:Timepoint0.5 -3.176e+00 2.781e+01 -0.114
## HandRight:ROIC4:Timepoint0.6 2.392e+00 2.781e+01 0.086
## HandRight:ROIFz:Timepoint0.6 -2.706e+01 2.781e+01 -0.973
## HandRight:ROILPF:Timepoint0.6 -1.458e+00 2.781e+01 -0.052
## HandRight:ROIRPF:Timepoint0.6 8.611e+00 2.781e+01 0.310
## HandRight:ROIC4:Timepoint0.7 1.389e+01 2.781e+01 0.499
## HandRight:ROIFz:Timepoint0.7 -2.539e+01 2.781e+01 -0.913
## HandRight:ROILPF:Timepoint0.7 -3.490e+00 2.781e+01 -0.125
## HandRight:ROIRPF:Timepoint0.7 9.845e+00 2.781e+01 0.354
## HandRight:ROIC4:Timepoint0.8 1.889e+01 2.781e+01 0.679
## HandRight:ROIFz:Timepoint0.8 -1.109e+01 2.781e+01 -0.399
## HandRight:ROILPF:Timepoint0.8 5.736e-01 2.781e+01 0.021
## HandRight:ROIRPF:Timepoint0.8 9.853e+00 2.781e+01 0.354
## HandRight:ROIC4:Timepoint0.9 1.027e+01 2.781e+01 0.369
## HandRight:ROIFz:Timepoint0.9 -1.065e+01 2.781e+01 -0.383
## HandRight:ROILPF:Timepoint0.9 3.250e-01 2.781e+01 0.012
## HandRight:ROIRPF:Timepoint0.9 1.011e+01 2.781e+01 0.364
## HandRight:ROIC4:Timepoint1 9.756e+00 2.781e+01 0.351
## HandRight:ROIFz:Timepoint1 -1.169e+01 2.781e+01 -0.420
## HandRight:ROILPF:Timepoint1 -2.302e-01 2.781e+01 -0.008
## HandRight:ROIRPF:Timepoint1 4.268e+00 2.781e+01 0.153
## HandRight:ROIC4:Timepoint1.1 3.134e+00 2.781e+01 0.113
## HandRight:ROIFz:Timepoint1.1 -1.173e+01 2.781e+01 -0.422
## HandRight:ROILPF:Timepoint1.1 2.808e+00 2.781e+01 0.101
## HandRight:ROIRPF:Timepoint1.1 4.113e+00 2.781e+01 0.148
## HandRight:ROIC4:Timepoint1.2 2.659e+00 2.781e+01 0.096
## HandRight:ROIFz:Timepoint1.2 -1.154e+01 2.781e+01 -0.415
## HandRight:ROILPF:Timepoint1.2 -4.993e-01 2.781e+01 -0.018
## HandRight:ROIRPF:Timepoint1.2 1.038e+01 2.781e+01 0.373
## HandRight:ROIC4:Timepoint1.3 4.181e+00 2.781e+01 0.150
## HandRight:ROIFz:Timepoint1.3 -4.802e+00 2.781e+01 -0.173
## HandRight:ROILPF:Timepoint1.3 2.803e+00 2.781e+01 0.101
## HandRight:ROIRPF:Timepoint1.3 1.372e+01 2.781e+01 0.493
## HandRight:ROIC4:Timepoint1.4 9.845e+00 2.781e+01 0.354
## HandRight:ROIFz:Timepoint1.4 1.032e+01 2.781e+01 0.371
## HandRight:ROILPF:Timepoint1.4 8.115e+00 2.781e+01 0.292
## HandRight:ROIRPF:Timepoint1.4 6.912e+00 2.781e+01 0.249
## HandRight:ROIC4:Timepoint1.5 2.519e+01 2.781e+01 0.906
## HandRight:ROIFz:Timepoint1.5 1.213e+01 2.781e+01 0.436
## HandRight:ROILPF:Timepoint1.5 -7.784e-01 2.781e+01 -0.028
## HandRight:ROIRPF:Timepoint1.5 8.688e+00 2.781e+01 0.312
## HandRight:ROIC4:Timepoint1.6 6.855e+00 2.781e+01 0.246
## HandRight:ROIFz:Timepoint1.6 8.608e+00 2.781e+01 0.309
## HandRight:ROILPF:Timepoint1.6 -1.533e+00 2.781e+01 -0.055
## HandRight:ROIRPF:Timepoint1.6 3.335e+00 2.781e+01 0.120
## HandRight:ROIC4:Timepoint1.7 1.155e+01 2.781e+01 0.415
## HandRight:ROIFz:Timepoint1.7 -7.752e-01 2.781e+01 -0.028
## HandRight:ROILPF:Timepoint1.7 -4.058e+00 2.781e+01 -0.146
## HandRight:ROIRPF:Timepoint1.7 1.368e+01 2.781e+01 0.492
## HandRight:ROIC4:Timepoint1.8 9.737e+00 2.781e+01 0.350
## HandRight:ROIFz:Timepoint1.8 1.781e+00 2.781e+01 0.064
## HandRight:ROILPF:Timepoint1.8 -4.355e+00 2.781e+01 -0.157
## HandRight:ROIRPF:Timepoint1.8 1.112e+01 2.781e+01 0.400
## HandRight:ROIC4:Timepoint1.9 1.775e+01 2.781e+01 0.638
## HandRight:ROIFz:Timepoint1.9 -2.701e+00 2.781e+01 -0.097
## HandRight:ROILPF:Timepoint1.9 -1.278e+01 2.781e+01 -0.460
## HandRight:ROIRPF:Timepoint1.9 7.259e+00 2.781e+01 0.261
## HandRight:ROIC4:Timepoint2 1.267e+01 2.781e+01 0.456
## HandRight:ROIFz:Timepoint2 -2.066e+00 2.781e+01 -0.074
## HandRight:ROILPF:Timepoint2 -1.928e+01 2.781e+01 -0.693
## HandRight:ROIRPF:Timepoint2 5.891e+00 2.781e+01 0.212
## HandRight:ROIC4:Timepoint2.1 3.022e+01 2.781e+01 1.086
## HandRight:ROIFz:Timepoint2.1 -4.256e+00 2.781e+01 -0.153
## HandRight:ROILPF:Timepoint2.1 -6.010e+00 2.781e+01 -0.216
## HandRight:ROIRPF:Timepoint2.1 1.076e+01 2.781e+01 0.387
## HandRight:ROIC4:Timepoint2.2 1.885e+01 2.781e+01 0.678
## HandRight:ROIFz:Timepoint2.2 -4.200e+00 2.781e+01 -0.151
## HandRight:ROILPF:Timepoint2.2 -6.444e+00 2.781e+01 -0.232
## HandRight:ROIRPF:Timepoint2.2 1.104e+01 2.781e+01 0.397
## HandRight:ROIC4:Timepoint2.3 9.109e+00 2.781e+01 0.327
## HandRight:ROIFz:Timepoint2.3 -1.274e+00 2.781e+01 -0.046
## HandRight:ROILPF:Timepoint2.3 -4.259e+00 2.781e+01 -0.153
## HandRight:ROIRPF:Timepoint2.3 9.166e+00 2.781e+01 0.330
## HandRight:ROIC4:Timepoint2.4 2.465e+00 2.781e+01 0.089
## HandRight:ROIFz:Timepoint2.4 -7.733e+00 2.781e+01 -0.278
## HandRight:ROILPF:Timepoint2.4 -5.766e+00 2.781e+01 -0.207
## HandRight:ROIRPF:Timepoint2.4 6.476e+00 2.781e+01 0.233
## HandRight:ROIC4:Timepoint2.5 1.457e+00 2.781e+01 0.052
## HandRight:ROIFz:Timepoint2.5 -1.175e+01 2.781e+01 -0.422
## HandRight:ROILPF:Timepoint2.5 -9.215e+00 2.781e+01 -0.331
## HandRight:ROIRPF:Timepoint2.5 7.059e+00 2.781e+01 0.254
## HandRight:ROIC4:Timepoint2.6 1.170e+01 2.781e+01 0.421
## HandRight:ROIFz:Timepoint2.6 -5.721e+00 2.781e+01 -0.206
## HandRight:ROILPF:Timepoint2.6 1.556e+00 2.781e+01 0.056
## HandRight:ROIRPF:Timepoint2.6 1.490e+01 2.781e+01 0.536
## HandRight:ROIC4:Timepoint2.7 6.894e+00 2.781e+01 0.248
## HandRight:ROIFz:Timepoint2.7 -1.788e+01 2.781e+01 -0.643
## HandRight:ROILPF:Timepoint2.7 -4.203e+00 2.781e+01 -0.151
## HandRight:ROIRPF:Timepoint2.7 9.977e+00 2.781e+01 0.359
## HandRight:ROIC4:Timepoint2.8 -1.547e+00 2.781e+01 -0.056
## HandRight:ROIFz:Timepoint2.8 -1.690e+01 2.781e+01 -0.608
## HandRight:ROILPF:Timepoint2.8 -8.788e+00 2.781e+01 -0.316
## HandRight:ROIRPF:Timepoint2.8 3.494e+00 2.781e+01 0.126
## HandRight:ROIC4:Timepoint2.9 2.146e+01 2.781e+01 0.771
## HandRight:ROIFz:Timepoint2.9 4.191e-01 2.781e+01 0.015
## HandRight:ROILPF:Timepoint2.9 7.299e+00 2.781e+01 0.262
## HandRight:ROIRPF:Timepoint2.9 1.579e+01 2.781e+01 0.568
## HandRight:ROIC4:Timepoint3 2.350e+01 2.781e+01 0.845
## HandRight:ROIFz:Timepoint3 -5.049e+00 2.781e+01 -0.182
## HandRight:ROILPF:Timepoint3 7.398e+00 2.781e+01 0.266
## HandRight:ROIRPF:Timepoint3 7.174e+00 2.781e+01 0.258
## BlockB5:HandRight:ROIC4:Timepoint0.1 -1.898e+01 3.933e+01 -0.483
## BlockB5:HandRight:ROIFz:Timepoint0.1 -2.994e+00 3.933e+01 -0.076
## BlockB5:HandRight:ROILPF:Timepoint0.1 -7.543e+00 3.933e+01 -0.192
## BlockB5:HandRight:ROIRPF:Timepoint0.1 -5.114e+00 3.933e+01 -0.130
## BlockB5:HandRight:ROIC4:Timepoint0.2 -2.338e+01 3.933e+01 -0.594
## BlockB5:HandRight:ROIFz:Timepoint0.2 -2.250e+01 3.933e+01 -0.572
## BlockB5:HandRight:ROILPF:Timepoint0.2 -1.549e+01 3.933e+01 -0.394
## BlockB5:HandRight:ROIRPF:Timepoint0.2 -1.908e+01 3.933e+01 -0.485
## BlockB5:HandRight:ROIC4:Timepoint0.3 -1.965e+01 3.933e+01 -0.500
## BlockB5:HandRight:ROIFz:Timepoint0.3 -2.381e+01 3.933e+01 -0.605
## BlockB5:HandRight:ROILPF:Timepoint0.3 -2.179e+01 3.933e+01 -0.554
## BlockB5:HandRight:ROIRPF:Timepoint0.3 -2.035e+01 3.933e+01 -0.517
## BlockB5:HandRight:ROIC4:Timepoint0.4 -1.147e+01 3.933e+01 -0.292
## BlockB5:HandRight:ROIFz:Timepoint0.4 -1.616e+01 3.933e+01 -0.411
## BlockB5:HandRight:ROILPF:Timepoint0.4 -2.381e+01 3.933e+01 -0.605
## BlockB5:HandRight:ROIRPF:Timepoint0.4 -2.478e+01 3.933e+01 -0.630
## BlockB5:HandRight:ROIC4:Timepoint0.5 1.346e+01 3.933e+01 0.342
## BlockB5:HandRight:ROIFz:Timepoint0.5 1.357e+01 3.933e+01 0.345
## BlockB5:HandRight:ROILPF:Timepoint0.5 -7.534e-01 3.933e+01 -0.019
## BlockB5:HandRight:ROIRPF:Timepoint0.5 -7.166e+00 3.933e+01 -0.182
## BlockB5:HandRight:ROIC4:Timepoint0.6 -9.571e+00 3.933e+01 -0.243
## BlockB5:HandRight:ROIFz:Timepoint0.6 1.317e+01 3.933e+01 0.335
## BlockB5:HandRight:ROILPF:Timepoint0.6 -2.221e+01 3.933e+01 -0.565
## BlockB5:HandRight:ROIRPF:Timepoint0.6 -1.650e+01 3.933e+01 -0.420
## BlockB5:HandRight:ROIC4:Timepoint0.7 -2.708e+01 3.933e+01 -0.688
## BlockB5:HandRight:ROIFz:Timepoint0.7 -1.246e+01 3.933e+01 -0.317
## BlockB5:HandRight:ROILPF:Timepoint0.7 -2.627e+01 3.933e+01 -0.668
## BlockB5:HandRight:ROIRPF:Timepoint0.7 -2.102e+01 3.933e+01 -0.534
## BlockB5:HandRight:ROIC4:Timepoint0.8 -2.199e+01 3.933e+01 -0.559
## BlockB5:HandRight:ROIFz:Timepoint0.8 -1.149e+01 3.933e+01 -0.292
## BlockB5:HandRight:ROILPF:Timepoint0.8 -2.516e+01 3.933e+01 -0.640
## BlockB5:HandRight:ROIRPF:Timepoint0.8 -1.431e+01 3.933e+01 -0.364
## BlockB5:HandRight:ROIC4:Timepoint0.9 -1.685e+01 3.933e+01 -0.428
## BlockB5:HandRight:ROIFz:Timepoint0.9 -1.888e+01 3.933e+01 -0.480
## BlockB5:HandRight:ROILPF:Timepoint0.9 -2.494e+01 3.933e+01 -0.634
## BlockB5:HandRight:ROIRPF:Timepoint0.9 -2.270e+01 3.933e+01 -0.577
## BlockB5:HandRight:ROIC4:Timepoint1 -1.432e+01 3.933e+01 -0.364
## BlockB5:HandRight:ROIFz:Timepoint1 -1.209e+01 3.933e+01 -0.307
## BlockB5:HandRight:ROILPF:Timepoint1 -1.167e+01 3.933e+01 -0.297
## BlockB5:HandRight:ROIRPF:Timepoint1 -1.358e+01 3.933e+01 -0.345
## BlockB5:HandRight:ROIC4:Timepoint1.1 8.152e+00 3.933e+01 0.207
## BlockB5:HandRight:ROIFz:Timepoint1.1 -5.911e-01 3.933e+01 -0.015
## BlockB5:HandRight:ROILPF:Timepoint1.1 3.971e+00 3.933e+01 0.101
## BlockB5:HandRight:ROIRPF:Timepoint1.1 7.909e-01 3.933e+01 0.020
## BlockB5:HandRight:ROIC4:Timepoint1.2 6.192e+01 3.933e+01 1.574
## BlockB5:HandRight:ROIFz:Timepoint1.2 8.461e+01 3.933e+01 2.151
## BlockB5:HandRight:ROILPF:Timepoint1.2 8.869e+01 3.933e+01 2.255
## BlockB5:HandRight:ROIRPF:Timepoint1.2 3.793e+01 3.933e+01 0.964
## BlockB5:HandRight:ROIC4:Timepoint1.3 5.143e+00 3.933e+01 0.131
## BlockB5:HandRight:ROIFz:Timepoint1.3 2.226e+01 3.933e+01 0.566
## BlockB5:HandRight:ROILPF:Timepoint1.3 2.932e+01 3.933e+01 0.745
## BlockB5:HandRight:ROIRPF:Timepoint1.3 1.491e+00 3.933e+01 0.038
## BlockB5:HandRight:ROIC4:Timepoint1.4 -3.375e+01 3.933e+01 -0.858
## BlockB5:HandRight:ROIFz:Timepoint1.4 -2.155e+01 3.933e+01 -0.548
## BlockB5:HandRight:ROILPF:Timepoint1.4 -1.758e+01 3.933e+01 -0.447
## BlockB5:HandRight:ROIRPF:Timepoint1.4 -1.135e+01 3.933e+01 -0.288
## BlockB5:HandRight:ROIC4:Timepoint1.5 -4.002e+01 3.933e+01 -1.018
## BlockB5:HandRight:ROIFz:Timepoint1.5 -2.154e+01 3.933e+01 -0.548
## BlockB5:HandRight:ROILPF:Timepoint1.5 -1.347e+01 3.933e+01 -0.342
## BlockB5:HandRight:ROIRPF:Timepoint1.5 -2.182e+01 3.933e+01 -0.555
## BlockB5:HandRight:ROIC4:Timepoint1.6 -1.530e+01 3.933e+01 -0.389
## BlockB5:HandRight:ROIFz:Timepoint1.6 -2.348e+01 3.933e+01 -0.597
## BlockB5:HandRight:ROILPF:Timepoint1.6 -1.946e+01 3.933e+01 -0.495
## BlockB5:HandRight:ROIRPF:Timepoint1.6 -8.357e+00 3.933e+01 -0.212
## BlockB5:HandRight:ROIC4:Timepoint1.7 -3.435e+01 3.933e+01 -0.873
## BlockB5:HandRight:ROIFz:Timepoint1.7 -2.848e+01 3.933e+01 -0.724
## BlockB5:HandRight:ROILPF:Timepoint1.7 -2.619e+01 3.933e+01 -0.666
## BlockB5:HandRight:ROIRPF:Timepoint1.7 -3.202e+01 3.933e+01 -0.814
## BlockB5:HandRight:ROIC4:Timepoint1.8 -2.091e+01 3.933e+01 -0.531
## BlockB5:HandRight:ROIFz:Timepoint1.8 -4.391e+01 3.933e+01 -1.116
## BlockB5:HandRight:ROILPF:Timepoint1.8 -2.451e+01 3.933e+01 -0.623
## BlockB5:HandRight:ROIRPF:Timepoint1.8 -3.376e+01 3.933e+01 -0.858
## BlockB5:HandRight:ROIC4:Timepoint1.9 2.706e+00 3.933e+01 0.069
## BlockB5:HandRight:ROIFz:Timepoint1.9 -1.349e+01 3.933e+01 -0.343
## BlockB5:HandRight:ROILPF:Timepoint1.9 -2.460e+00 3.933e+01 -0.063
## BlockB5:HandRight:ROIRPF:Timepoint1.9 -1.658e+01 3.933e+01 -0.421
## BlockB5:HandRight:ROIC4:Timepoint2 6.874e+01 3.933e+01 1.748
## BlockB5:HandRight:ROIFz:Timepoint2 -6.587e+00 3.933e+01 -0.167
## BlockB5:HandRight:ROILPF:Timepoint2 6.772e+00 3.933e+01 0.172
## BlockB5:HandRight:ROIRPF:Timepoint2 4.963e+00 3.933e+01 0.126
## BlockB5:HandRight:ROIC4:Timepoint2.1 1.377e+00 3.933e+01 0.035
## BlockB5:HandRight:ROIFz:Timepoint2.1 -9.609e+00 3.933e+01 -0.244
## BlockB5:HandRight:ROILPF:Timepoint2.1 1.088e+00 3.933e+01 0.028
## BlockB5:HandRight:ROIRPF:Timepoint2.1 -1.252e+01 3.933e+01 -0.318
## BlockB5:HandRight:ROIC4:Timepoint2.2 -2.387e+01 3.933e+01 -0.607
## BlockB5:HandRight:ROIFz:Timepoint2.2 -5.248e+01 3.933e+01 -1.334
## BlockB5:HandRight:ROILPF:Timepoint2.2 -2.896e+01 3.933e+01 -0.736
## BlockB5:HandRight:ROIRPF:Timepoint2.2 -2.841e+01 3.933e+01 -0.722
## BlockB5:HandRight:ROIC4:Timepoint2.3 5.933e+00 3.933e+01 0.151
## BlockB5:HandRight:ROIFz:Timepoint2.3 -1.865e+01 3.933e+01 -0.474
## BlockB5:HandRight:ROILPF:Timepoint2.3 -1.322e+01 3.933e+01 -0.336
## BlockB5:HandRight:ROIRPF:Timepoint2.3 -4.270e+00 3.933e+01 -0.109
## BlockB5:HandRight:ROIC4:Timepoint2.4 2.681e+00 3.933e+01 0.068
## BlockB5:HandRight:ROIFz:Timepoint2.4 -1.512e+01 3.933e+01 -0.384
## BlockB5:HandRight:ROILPF:Timepoint2.4 -1.128e+01 3.933e+01 -0.287
## BlockB5:HandRight:ROIRPF:Timepoint2.4 1.768e+00 3.933e+01 0.045
## BlockB5:HandRight:ROIC4:Timepoint2.5 -1.335e+01 3.933e+01 -0.339
## BlockB5:HandRight:ROIFz:Timepoint2.5 -2.604e+01 3.933e+01 -0.662
## BlockB5:HandRight:ROILPF:Timepoint2.5 -2.065e+01 3.933e+01 -0.525
## BlockB5:HandRight:ROIRPF:Timepoint2.5 -1.828e+01 3.933e+01 -0.465
## BlockB5:HandRight:ROIC4:Timepoint2.6 -1.032e+01 3.933e+01 -0.262
## BlockB5:HandRight:ROIFz:Timepoint2.6 -6.190e+00 3.933e+01 -0.157
## BlockB5:HandRight:ROILPF:Timepoint2.6 -7.094e+00 3.933e+01 -0.180
## BlockB5:HandRight:ROIRPF:Timepoint2.6 -5.980e+00 3.933e+01 -0.152
## BlockB5:HandRight:ROIC4:Timepoint2.7 9.531e+00 3.933e+01 0.242
## BlockB5:HandRight:ROIFz:Timepoint2.7 -1.043e+01 3.933e+01 -0.265
## BlockB5:HandRight:ROILPF:Timepoint2.7 -1.358e+01 3.933e+01 -0.345
## BlockB5:HandRight:ROIRPF:Timepoint2.7 -1.692e+01 3.933e+01 -0.430
## BlockB5:HandRight:ROIC4:Timepoint2.8 2.832e+00 3.933e+01 0.072
## BlockB5:HandRight:ROIFz:Timepoint2.8 -1.838e+01 3.933e+01 -0.467
## BlockB5:HandRight:ROILPF:Timepoint2.8 -6.752e+00 3.933e+01 -0.172
## BlockB5:HandRight:ROIRPF:Timepoint2.8 -1.539e+01 3.933e+01 -0.391
## BlockB5:HandRight:ROIC4:Timepoint2.9 4.366e+01 3.933e+01 1.110
## BlockB5:HandRight:ROIFz:Timepoint2.9 -9.169e+00 3.933e+01 -0.233
## BlockB5:HandRight:ROILPF:Timepoint2.9 -5.407e-01 3.933e+01 -0.014
## BlockB5:HandRight:ROIRPF:Timepoint2.9 1.395e+01 3.933e+01 0.355
## BlockB5:HandRight:ROIC4:Timepoint3 -2.428e+01 3.933e+01 -0.617
## BlockB5:HandRight:ROIFz:Timepoint3 -1.039e+01 3.933e+01 -0.264
## BlockB5:HandRight:ROILPF:Timepoint3 -7.698e-01 3.933e+01 -0.020
## BlockB5:HandRight:ROIRPF: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 = motwide_final)
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: motwide_final
##
## 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
## ROIC4 4.094e+00 1.771e+01 0.231
## ROIFz 1.901e+01 1.771e+01 1.074
## ROILPF 8.299e+00 1.771e+01 0.469
## ROIRPF 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:ROIC4 1.711e+00 2.504e+01 0.068
## BlockB5:ROIFz 2.314e-02 2.504e+01 0.001
## BlockB5:ROILPF -8.663e+00 2.504e+01 -0.346
## BlockB5:ROIRPF 1.734e+00 2.504e+01 0.069
## HandRight:ROIC4 -7.077e+00 2.504e+01 -0.283
## HandRight:ROIFz -1.757e+00 2.504e+01 -0.070
## HandRight:ROILPF -6.063e+00 2.504e+01 -0.242
## HandRight:ROIRPF -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
## HandRight:Timepoint3 -1.736e+01 2.504e+01 -0.693
## ROIC4:Timepoint0.1 -3.631e+00 2.504e+01 -0.145
## ROIFz:Timepoint0.1 9.580e-02 2.504e+01 0.004
## ROILPF:Timepoint0.1 -3.562e+00 2.504e+01 -0.142
## ROIRPF:Timepoint0.1 -4.968e-01 2.504e+01 -0.020
## ROIC4:Timepoint0.2 -5.586e-01 2.504e+01 -0.022
## ROIFz:Timepoint0.2 3.490e+00 2.504e+01 0.139
## ROILPF:Timepoint0.2 -2.499e-01 2.504e+01 -0.010
## ROIRPF:Timepoint0.2 -3.679e+00 2.504e+01 -0.147
## ROIC4:Timepoint0.3 -5.136e-01 2.504e+01 -0.021
## ROIFz:Timepoint0.3 5.090e+00 2.504e+01 0.203
## ROILPF:Timepoint0.3 -3.335e+00 2.504e+01 -0.133
## ROIRPF:Timepoint0.3 -8.006e+00 2.504e+01 -0.320
## ROIC4:Timepoint0.4 -2.571e+00 2.504e+01 -0.103
## ROIFz:Timepoint0.4 4.262e+00 2.504e+01 0.170
## ROILPF:Timepoint0.4 -7.929e+00 2.504e+01 -0.317
## ROIRPF:Timepoint0.4 -9.715e+00 2.504e+01 -0.388
## ROIC4:Timepoint0.5 -4.249e-01 2.504e+01 -0.017
## ROIFz:Timepoint0.5 1.725e+00 2.504e+01 0.069
## ROILPF:Timepoint0.5 -2.793e+00 2.504e+01 -0.112
## ROIRPF:Timepoint0.5 -5.175e+00 2.504e+01 -0.207
## ROIC4:Timepoint0.6 -4.685e-02 2.504e+01 -0.002
## ROIFz:Timepoint0.6 5.183e+00 2.504e+01 0.207
## ROILPF:Timepoint0.6 -9.114e-01 2.504e+01 -0.036
## ROIRPF:Timepoint0.6 -5.696e+00 2.504e+01 -0.227
## ROIC4:Timepoint0.7 -4.586e+00 2.504e+01 -0.183
## ROIFz:Timepoint0.7 4.523e+00 2.504e+01 0.181
## ROILPF:Timepoint0.7 -5.387e+00 2.504e+01 -0.215
## ROIRPF:Timepoint0.7 -6.293e+00 2.504e+01 -0.251
## ROIC4:Timepoint0.8 -2.704e+00 2.504e+01 -0.108
## ROIFz:Timepoint0.8 5.466e+00 2.504e+01 0.218
## ROILPF:Timepoint0.8 -4.908e+00 2.504e+01 -0.196
## ROIRPF:Timepoint0.8 -4.880e+00 2.504e+01 -0.195
## ROIC4:Timepoint0.9 8.284e-01 2.504e+01 0.033
## ROIFz:Timepoint0.9 1.087e+01 2.504e+01 0.434
## ROILPF:Timepoint0.9 -5.262e+00 2.504e+01 -0.210
## ROIRPF:Timepoint0.9 -5.389e+00 2.504e+01 -0.215
## ROIC4:Timepoint1 -2.698e+00 2.504e+01 -0.108
## ROIFz:Timepoint1 5.612e+00 2.504e+01 0.224
## ROILPF:Timepoint1 -3.617e+00 2.504e+01 -0.144
## ROIRPF:Timepoint1 -5.348e+00 2.504e+01 -0.214
## ROIC4:Timepoint1.1 -5.951e+00 2.504e+01 -0.238
## ROIFz:Timepoint1.1 -1.731e+00 2.504e+01 -0.069
## ROILPF:Timepoint1.1 -1.083e+00 2.504e+01 -0.043
## ROIRPF:Timepoint1.1 -5.064e+00 2.504e+01 -0.202
## ROIC4:Timepoint1.2 9.703e+00 2.504e+01 0.387
## ROIFz:Timepoint1.2 7.384e+00 2.504e+01 0.295
## ROILPF:Timepoint1.2 1.018e+00 2.504e+01 0.041
## ROIRPF:Timepoint1.2 -1.180e+00 2.504e+01 -0.047
## ROIC4:Timepoint1.3 2.452e+01 2.504e+01 0.979
## ROIFz:Timepoint1.3 9.178e+00 2.504e+01 0.367
## ROILPF:Timepoint1.3 -2.429e-01 2.504e+01 -0.010
## ROIRPF:Timepoint1.3 8.028e-01 2.504e+01 0.032
## ROIC4:Timepoint1.4 1.262e+01 2.504e+01 0.504
## ROIFz:Timepoint1.4 -2.755e+00 2.504e+01 -0.110
## ROILPF:Timepoint1.4 -5.377e+00 2.504e+01 -0.215
## ROIRPF:Timepoint1.4 4.717e-01 2.504e+01 0.019
## ROIC4:Timepoint1.5 8.086e+00 2.504e+01 0.323
## ROIFz:Timepoint1.5 -6.294e+00 2.504e+01 -0.251
## ROILPF:Timepoint1.5 -2.384e+00 2.504e+01 -0.095
## ROIRPF:Timepoint1.5 3.369e+00 2.504e+01 0.135
## ROIC4:Timepoint1.6 1.115e+01 2.504e+01 0.445
## ROIFz:Timepoint1.6 -3.560e+00 2.504e+01 -0.142
## ROILPF:Timepoint1.6 -7.941e-01 2.504e+01 -0.032
## ROIRPF:Timepoint1.6 2.206e+00 2.504e+01 0.088
## ROIC4:Timepoint1.7 1.796e+01 2.504e+01 0.717
## ROIFz:Timepoint1.7 7.594e+00 2.504e+01 0.303
## ROILPF:Timepoint1.7 3.541e+00 2.504e+01 0.141
## ROIRPF:Timepoint1.7 2.393e+00 2.504e+01 0.096
## ROIC4:Timepoint1.8 1.665e+01 2.504e+01 0.665
## ROIFz:Timepoint1.8 5.611e+00 2.504e+01 0.224
## ROILPF:Timepoint1.8 2.286e+00 2.504e+01 0.091
## ROIRPF:Timepoint1.8 3.627e+00 2.504e+01 0.145
## ROIC4:Timepoint1.9 3.325e+00 2.504e+01 0.133
## ROIFz:Timepoint1.9 1.317e+00 2.504e+01 0.053
## ROILPF:Timepoint1.9 1.679e+00 2.504e+01 0.067
## ROIRPF:Timepoint1.9 4.951e-01 2.504e+01 0.020
## ROIC4:Timepoint2 2.069e+00 2.504e+01 0.083
## ROIFz:Timepoint2 1.525e+00 2.504e+01 0.061
## ROILPF:Timepoint2 -1.516e+00 2.504e+01 -0.061
## ROIRPF:Timepoint2 -3.643e+00 2.504e+01 -0.145
## ROIC4:Timepoint2.1 -3.879e+00 2.504e+01 -0.155
## ROIFz:Timepoint2.1 1.554e+00 2.504e+01 0.062
## ROILPF:Timepoint2.1 -8.143e+00 2.504e+01 -0.325
## ROIRPF:Timepoint2.1 -8.656e+00 2.504e+01 -0.346
## ROIC4:Timepoint2.2 -2.266e+00 2.504e+01 -0.090
## ROIFz:Timepoint2.2 6.455e-01 2.504e+01 0.026
## ROILPF:Timepoint2.2 -8.073e+00 2.504e+01 -0.322
## ROIRPF:Timepoint2.2 -8.441e+00 2.504e+01 -0.337
## ROIC4:Timepoint2.3 6.766e+00 2.504e+01 0.270
## ROIFz:Timepoint2.3 3.746e+00 2.504e+01 0.150
## ROILPF:Timepoint2.3 -2.192e+00 2.504e+01 -0.088
## ROIRPF:Timepoint2.3 -6.229e+00 2.504e+01 -0.249
## ROIC4:Timepoint2.4 1.089e+01 2.504e+01 0.435
## ROIFz:Timepoint2.4 2.019e+00 2.504e+01 0.081
## ROILPF:Timepoint2.4 -3.489e+00 2.504e+01 -0.139
## ROIRPF:Timepoint2.4 -2.877e+00 2.504e+01 -0.115
## ROIC4:Timepoint2.5 9.001e+00 2.504e+01 0.359
## ROIFz:Timepoint2.5 -2.263e+00 2.504e+01 -0.090
## ROILPF:Timepoint2.5 -2.248e+00 2.504e+01 -0.090
## ROIRPF:Timepoint2.5 -2.454e+00 2.504e+01 -0.098
## ROIC4:Timepoint2.6 3.827e+00 2.504e+01 0.153
## ROIFz:Timepoint2.6 -3.327e+00 2.504e+01 -0.133
## ROILPF:Timepoint2.6 -3.254e+00 2.504e+01 -0.130
## ROIRPF:Timepoint2.6 -8.137e+00 2.504e+01 -0.325
## ROIC4:Timepoint2.7 3.013e+00 2.504e+01 0.120
## ROIFz:Timepoint2.7 1.064e+01 2.504e+01 0.425
## ROILPF:Timepoint2.7 1.148e+00 2.504e+01 0.046
## ROIRPF:Timepoint2.7 -6.897e+00 2.504e+01 -0.275
## ROIC4:Timepoint2.8 6.802e+00 2.504e+01 0.272
## ROIFz:Timepoint2.8 1.482e+01 2.504e+01 0.592
## ROILPF:Timepoint2.8 4.412e-01 2.504e+01 0.018
## ROIRPF:Timepoint2.8 -3.388e+00 2.504e+01 -0.135
## ROIC4:Timepoint2.9 2.383e+00 2.504e+01 0.095
## ROIFz:Timepoint2.9 -1.036e+01 2.504e+01 -0.414
## ROILPF:Timepoint2.9 -1.123e+01 2.504e+01 -0.448
## ROIRPF:Timepoint2.9 -5.344e+00 2.504e+01 -0.213
## ROIC4:Timepoint3 4.485e-01 2.504e+01 0.018
## ROIFz:Timepoint3 -1.890e+01 2.504e+01 -0.755
## ROILPF:Timepoint3 -1.380e+01 2.504e+01 -0.551
## ROIRPF:Timepoint3 2.866e-01 2.504e+01 0.011
## BlockB5:HandRight:ROIC4 1.272e+00 3.541e+01 0.036
## BlockB5:HandRight:ROIFz 1.628e+01 3.541e+01 0.460
## BlockB5:HandRight:ROILPF 2.481e+01 3.541e+01 0.701
## BlockB5:HandRight:ROIRPF 3.317e+00 3.541e+01 0.094
## BlockB5:HandRight:Timepoint0.1 6.957e+00 3.541e+01 0.196
## BlockB5:HandRight:Timepoint0.2 1.558e+01 3.541e+01 0.440
## BlockB5:HandRight:Timepoint0.3 2.055e+01 3.541e+01 0.580
## BlockB5:HandRight:Timepoint0.4 2.098e+01 3.541e+01 0.592
## BlockB5:HandRight:Timepoint0.5 -2.654e+01 3.541e+01 -0.749
## BlockB5:HandRight:Timepoint0.6 -1.537e+01 3.541e+01 -0.434
## BlockB5:HandRight:Timepoint0.7 1.551e+01 3.541e+01 0.438
## BlockB5:HandRight:Timepoint0.8 2.688e+01 3.541e+01 0.759
## BlockB5:HandRight:Timepoint0.9 3.041e+01 3.541e+01 0.859
## BlockB5:HandRight:Timepoint1 3.190e+01 3.541e+01 0.901
## BlockB5:HandRight:Timepoint1.1 3.324e+01 3.541e+01 0.939
## BlockB5:HandRight:Timepoint1.2 -5.505e+01 3.541e+01 -1.555
## BlockB5:HandRight:Timepoint1.3 -1.933e+01 3.541e+01 -0.546
## BlockB5:HandRight:Timepoint1.4 -5.360e+00 3.541e+01 -0.151
## BlockB5:HandRight:Timepoint1.5 1.361e+01 3.541e+01 0.384
## BlockB5:HandRight:Timepoint1.6 2.055e+01 3.541e+01 0.580
## BlockB5:HandRight:Timepoint1.7 1.468e+01 3.541e+01 0.414
## BlockB5:HandRight:Timepoint1.8 1.848e+01 3.541e+01 0.522
## BlockB5:HandRight:Timepoint1.9 2.244e+01 3.541e+01 0.634
## BlockB5:HandRight:Timepoint2 2.777e+01 3.541e+01 0.784
## BlockB5:HandRight:Timepoint2.1 3.870e+01 3.541e+01 1.093
## BlockB5:HandRight:Timepoint2.2 2.439e+01 3.541e+01 0.689
## BlockB5:HandRight:Timepoint2.3 9.192e+00 3.541e+01 0.260
## BlockB5:HandRight:Timepoint2.4 9.115e+00 3.541e+01 0.257
## BlockB5:HandRight:Timepoint2.5 1.305e+01 3.541e+01 0.369
## BlockB5:HandRight:Timepoint2.6 2.597e+01 3.541e+01 0.733
## BlockB5:HandRight:Timepoint2.7 4.375e+01 3.541e+01 1.235
## BlockB5:HandRight:Timepoint2.8 3.440e+01 3.541e+01 0.971
## BlockB5:HandRight:Timepoint2.9 -4.498e+00 3.541e+01 -0.127
## BlockB5:HandRight:Timepoint3 9.121e+00 3.541e+01 0.258
## BlockB5:ROIC4:Timepoint0.1 4.437e+00 3.541e+01 0.125
## BlockB5:ROIFz:Timepoint0.1 3.551e+00 3.541e+01 0.100
## BlockB5:ROILPF:Timepoint0.1 5.331e+00 3.541e+01 0.151
## BlockB5:ROIRPF:Timepoint0.1 4.701e-01 3.541e+01 0.013
## BlockB5:ROIC4:Timepoint0.2 -3.357e+00 3.541e+01 -0.095
## BlockB5:ROIFz:Timepoint0.2 -4.560e+00 3.541e+01 -0.129
## BlockB5:ROILPF:Timepoint0.2 -6.126e-01 3.541e+01 -0.017
## BlockB5:ROIRPF:Timepoint0.2 1.688e+00 3.541e+01 0.048
## BlockB5:ROIC4:Timepoint0.3 -8.747e+00 3.541e+01 -0.247
## BlockB5:ROIFz:Timepoint0.3 -1.351e+01 3.541e+01 -0.381
## BlockB5:ROILPF:Timepoint0.3 -2.247e+00 3.541e+01 -0.063
## BlockB5:ROIRPF:Timepoint0.3 5.052e+00 3.541e+01 0.143
## BlockB5:ROIC4:Timepoint0.4 -5.925e+00 3.541e+01 -0.167
## BlockB5:ROIFz:Timepoint0.4 -8.176e+00 3.541e+01 -0.231
## BlockB5:ROILPF:Timepoint0.4 8.008e+00 3.541e+01 0.226
## BlockB5:ROIRPF:Timepoint0.4 1.106e+01 3.541e+01 0.312
## BlockB5:ROIC4:Timepoint0.5 -1.250e+01 3.541e+01 -0.353
## BlockB5:ROIFz:Timepoint0.5 -6.889e+00 3.541e+01 -0.195
## BlockB5:ROILPF:Timepoint0.5 6.738e+00 3.541e+01 0.190
## BlockB5:ROIRPF:Timepoint0.5 3.773e+00 3.541e+01 0.107
## BlockB5:ROIC4:Timepoint0.6 4.893e+00 3.541e+01 0.138
## BlockB5:ROIFz:Timepoint0.6 3.738e-02 3.541e+01 0.001
## BlockB5:ROILPF:Timepoint0.6 1.238e+01 3.541e+01 0.350
## BlockB5:ROIRPF:Timepoint0.6 6.762e+00 3.541e+01 0.191
## BlockB5:ROIC4:Timepoint0.7 3.033e+01 3.541e+01 0.857
## BlockB5:ROIFz:Timepoint0.7 1.703e+01 3.541e+01 0.481
## BlockB5:ROILPF:Timepoint0.7 1.459e+01 3.541e+01 0.412
## BlockB5:ROIRPF:Timepoint0.7 1.236e+01 3.541e+01 0.349
## BlockB5:ROIC4:Timepoint0.8 2.562e+01 3.541e+01 0.723
## BlockB5:ROIFz:Timepoint0.8 1.073e+01 3.541e+01 0.303
## BlockB5:ROILPF:Timepoint0.8 1.574e+01 3.541e+01 0.444
## BlockB5:ROIRPF:Timepoint0.8 8.260e+00 3.541e+01 0.233
## BlockB5:ROIC4:Timepoint0.9 1.270e+01 3.541e+01 0.359
## BlockB5:ROIFz:Timepoint0.9 6.882e-01 3.541e+01 0.019
## BlockB5:ROILPF:Timepoint0.9 1.655e+01 3.541e+01 0.467
## BlockB5:ROIRPF:Timepoint0.9 9.484e+00 3.541e+01 0.268
## BlockB5:ROIC4:Timepoint1 2.324e+01 3.541e+01 0.656
## BlockB5:ROIFz:Timepoint1 1.049e+01 3.541e+01 0.296
## BlockB5:ROILPF:Timepoint1 1.753e+01 3.541e+01 0.495
## BlockB5:ROIRPF:Timepoint1 1.342e+01 3.541e+01 0.379
## BlockB5:ROIC4:Timepoint1.1 1.349e+01 3.541e+01 0.381
## BlockB5:ROIFz:Timepoint1.1 -1.084e+01 3.541e+01 -0.306
## BlockB5:ROILPF:Timepoint1.1 -9.964e+00 3.541e+01 -0.281
## BlockB5:ROIRPF:Timepoint1.1 -1.205e+00 3.541e+01 -0.034
## BlockB5:ROIC4:Timepoint1.2 -5.887e+01 3.541e+01 -1.662
## BlockB5:ROIFz:Timepoint1.2 -1.131e+02 3.541e+01 -3.194
## BlockB5:ROILPF:Timepoint1.2 -8.479e+01 3.541e+01 -2.394
## BlockB5:ROIRPF:Timepoint1.2 -5.464e+01 3.541e+01 -1.543
## BlockB5:ROIC4:Timepoint1.3 -3.757e+01 3.541e+01 -1.061
## BlockB5:ROIFz:Timepoint1.3 -7.829e+01 3.541e+01 -2.211
## BlockB5:ROILPF:Timepoint1.3 -4.114e+01 3.541e+01 -1.162
## BlockB5:ROIRPF:Timepoint1.3 -2.796e+01 3.541e+01 -0.790
## BlockB5:ROIC4:Timepoint1.4 -3.997e+00 3.541e+01 -0.113
## BlockB5:ROIFz:Timepoint1.4 -1.546e+01 3.541e+01 -0.437
## BlockB5:ROILPF:Timepoint1.4 7.729e+00 3.541e+01 0.218
## BlockB5:ROIRPF:Timepoint1.4 2.196e+00 3.541e+01 0.062
## BlockB5:ROIC4:Timepoint1.5 4.217e+00 3.541e+01 0.119
## BlockB5:ROIFz:Timepoint1.5 1.200e+01 3.541e+01 0.339
## BlockB5:ROILPF:Timepoint1.5 2.051e+01 3.541e+01 0.579
## BlockB5:ROIRPF:Timepoint1.5 8.156e+00 3.541e+01 0.230
## BlockB5:ROIC4:Timepoint1.6 -3.176e+00 3.541e+01 -0.090
## BlockB5:ROIFz:Timepoint1.6 1.879e+01 3.541e+01 0.531
## BlockB5:ROILPF:Timepoint1.6 3.297e+01 3.541e+01 0.931
## BlockB5:ROIRPF:Timepoint1.6 7.963e+00 3.541e+01 0.225
## BlockB5:ROIC4:Timepoint1.7 -3.558e+00 3.541e+01 -0.100
## BlockB5:ROIFz:Timepoint1.7 1.229e+01 3.541e+01 0.347
## BlockB5:ROILPF:Timepoint1.7 3.147e+01 3.541e+01 0.889
## BlockB5:ROIRPF:Timepoint1.7 3.558e+00 3.541e+01 0.100
## BlockB5:ROIC4:Timepoint1.8 3.028e-01 3.541e+01 0.009
## BlockB5:ROIFz:Timepoint1.8 2.775e+01 3.541e+01 0.784
## BlockB5:ROILPF:Timepoint1.8 3.024e+01 3.541e+01 0.854
## BlockB5:ROIRPF:Timepoint1.8 7.308e+00 3.541e+01 0.206
## BlockB5:ROIC4:Timepoint1.9 4.685e+00 3.541e+01 0.132
## BlockB5:ROIFz:Timepoint1.9 2.184e+01 3.541e+01 0.617
## BlockB5:ROILPF:Timepoint1.9 1.904e+01 3.541e+01 0.538
## BlockB5:ROIRPF:Timepoint1.9 1.388e+01 3.541e+01 0.392
## BlockB5:ROIC4:Timepoint2 -2.907e+00 3.541e+01 -0.082
## BlockB5:ROIFz:Timepoint2 8.877e+00 3.541e+01 0.251
## BlockB5:ROILPF:Timepoint2 9.321e+00 3.541e+01 0.263
## BlockB5:ROIRPF:Timepoint2 8.138e+00 3.541e+01 0.230
## BlockB5:ROIC4:Timepoint2.1 9.784e+00 3.541e+01 0.276
## BlockB5:ROIFz:Timepoint2.1 2.072e+01 3.541e+01 0.585
## BlockB5:ROILPF:Timepoint2.1 1.750e+01 3.541e+01 0.494
## BlockB5:ROIRPF:Timepoint2.1 1.815e+01 3.541e+01 0.513
## BlockB5:ROIC4:Timepoint2.2 1.295e+01 3.541e+01 0.366
## BlockB5:ROIFz:Timepoint2.2 4.877e+01 3.541e+01 1.377
## BlockB5:ROILPF:Timepoint2.2 4.140e+01 3.541e+01 1.169
## BlockB5:ROIRPF:Timepoint2.2 3.500e+01 3.541e+01 0.988
## BlockB5:ROIC4:Timepoint2.3 7.324e-01 3.541e+01 0.021
## BlockB5:ROIFz:Timepoint2.3 2.719e+01 3.541e+01 0.768
## BlockB5:ROILPF:Timepoint2.3 2.941e+01 3.541e+01 0.830
## BlockB5:ROIRPF:Timepoint2.3 2.642e+01 3.541e+01 0.746
## BlockB5:ROIC4:Timepoint2.4 6.326e-01 3.541e+01 0.018
## BlockB5:ROIFz:Timepoint2.4 1.473e+01 3.541e+01 0.416
## BlockB5:ROILPF:Timepoint2.4 2.172e+01 3.541e+01 0.613
## BlockB5:ROIRPF:Timepoint2.4 8.921e+00 3.541e+01 0.252
## BlockB5:ROIC4:Timepoint2.5 1.437e+01 3.541e+01 0.406
## BlockB5:ROIFz:Timepoint2.5 1.561e+01 3.541e+01 0.441
## BlockB5:ROILPF:Timepoint2.5 1.736e+01 3.541e+01 0.490
## BlockB5:ROIRPF:Timepoint2.5 4.356e+00 3.541e+01 0.123
## BlockB5:ROIC4:Timepoint2.6 1.354e+01 3.541e+01 0.382
## BlockB5:ROIFz:Timepoint2.6 2.379e+01 3.541e+01 0.672
## BlockB5:ROILPF:Timepoint2.6 1.565e+01 3.541e+01 0.442
## BlockB5:ROIRPF:Timepoint2.6 1.317e+01 3.541e+01 0.372
## BlockB5:ROIC4:Timepoint2.7 1.048e+01 3.541e+01 0.296
## BlockB5:ROIFz:Timepoint2.7 2.548e+01 3.541e+01 0.720
## BlockB5:ROILPF:Timepoint2.7 1.494e+01 3.541e+01 0.422
## BlockB5:ROIRPF:Timepoint2.7 1.947e+01 3.541e+01 0.550
## BlockB5:ROIC4:Timepoint2.8 1.306e+01 3.541e+01 0.369
## BlockB5:ROIFz:Timepoint2.8 2.226e+01 3.541e+01 0.629
## BlockB5:ROILPF:Timepoint2.8 1.689e+01 3.541e+01 0.477
## BlockB5:ROIRPF:Timepoint2.8 1.893e+01 3.541e+01 0.535
## BlockB5:ROIC4:Timepoint2.9 3.024e+01 3.541e+01 0.854
## BlockB5:ROIFz:Timepoint2.9 -6.879e+00 3.541e+01 -0.194
## BlockB5:ROILPF:Timepoint2.9 -1.334e+01 3.541e+01 -0.377
## BlockB5:ROIRPF:Timepoint2.9 1.678e-01 3.541e+01 0.005
## BlockB5:ROIC4:Timepoint3 3.411e+01 3.541e+01 0.963
## BlockB5:ROIFz:Timepoint3 -1.196e+01 3.541e+01 -0.338
## BlockB5:ROILPF:Timepoint3 -8.703e+00 3.541e+01 -0.246
## BlockB5:ROIRPF:Timepoint3 6.255e-01 3.541e+01 0.018
## HandRight:ROIC4:Timepoint0.1 1.205e+01 3.541e+01 0.340
## HandRight:ROIFz:Timepoint0.1 -7.943e+00 3.541e+01 -0.224
## HandRight:ROILPF:Timepoint0.1 2.019e+00 3.541e+01 0.057
## HandRight:ROIRPF:Timepoint0.1 3.374e+00 3.541e+01 0.095
## HandRight:ROIC4:Timepoint0.2 5.218e+00 3.541e+01 0.147
## HandRight:ROIFz:Timepoint0.2 -1.151e+01 3.541e+01 -0.325
## HandRight:ROILPF:Timepoint0.2 -2.812e-01 3.541e+01 -0.008
## HandRight:ROIRPF:Timepoint0.2 4.768e+00 3.541e+01 0.135
## HandRight:ROIC4:Timepoint0.3 4.290e+00 3.541e+01 0.121
## HandRight:ROIFz:Timepoint0.3 -5.177e+00 3.541e+01 -0.146
## HandRight:ROILPF:Timepoint0.3 4.150e+00 3.541e+01 0.117
## HandRight:ROIRPF:Timepoint0.3 1.213e+01 3.541e+01 0.342
## HandRight:ROIC4:Timepoint0.4 5.965e+00 3.541e+01 0.168
## HandRight:ROIFz:Timepoint0.4 -2.145e+00 3.541e+01 -0.061
## HandRight:ROILPF:Timepoint0.4 1.056e+01 3.541e+01 0.298
## HandRight:ROIRPF:Timepoint0.4 1.574e+01 3.541e+01 0.444
## HandRight:ROIC4:Timepoint0.5 -2.767e+01 3.541e+01 -0.781
## HandRight:ROIFz:Timepoint0.5 -3.176e+01 3.541e+01 -0.897
## HandRight:ROILPF:Timepoint0.5 -1.677e+01 3.541e+01 -0.474
## HandRight:ROIRPF:Timepoint0.5 -1.064e+01 3.541e+01 -0.301
## HandRight:ROIC4:Timepoint0.6 -2.218e+01 3.541e+01 -0.626
## HandRight:ROIFz:Timepoint0.6 -3.740e+01 3.541e+01 -1.056
## HandRight:ROILPF:Timepoint0.6 -1.229e+01 3.541e+01 -0.347
## HandRight:ROIRPF:Timepoint0.6 -1.763e+00 3.541e+01 -0.050
## HandRight:ROIC4:Timepoint0.7 -8.562e-01 3.541e+01 -0.024
## HandRight:ROIFz:Timepoint0.7 -2.611e+01 3.541e+01 -0.737
## HandRight:ROILPF:Timepoint0.7 -6.992e+00 3.541e+01 -0.197
## HandRight:ROIRPF:Timepoint0.7 7.701e+00 3.541e+01 0.217
## HandRight:ROIC4:Timepoint0.8 5.230e-01 3.541e+01 0.015
## HandRight:ROIFz:Timepoint0.8 -2.016e+01 3.541e+01 -0.569
## HandRight:ROILPF:Timepoint0.8 -1.504e+00 3.541e+01 -0.042
## HandRight:ROIRPF:Timepoint0.8 3.450e+00 3.541e+01 0.097
## HandRight:ROIC4:Timepoint0.9 5.775e+00 3.541e+01 0.163
## HandRight:ROIFz:Timepoint0.9 -1.854e+01 3.541e+01 -0.523
## HandRight:ROILPF:Timepoint0.9 3.628e+00 3.541e+01 0.102
## HandRight:ROIRPF:Timepoint0.9 4.963e+00 3.541e+01 0.140
## HandRight:ROIC4:Timepoint1 1.379e+01 3.541e+01 0.390
## HandRight:ROIFz:Timepoint1 -5.959e+00 3.541e+01 -0.168
## HandRight:ROILPF:Timepoint1 7.079e+00 3.541e+01 0.200
## HandRight:ROIRPF:Timepoint1 6.365e+00 3.541e+01 0.180
## HandRight:ROIC4:Timepoint1.1 1.508e+01 3.541e+01 0.426
## HandRight:ROIFz:Timepoint1.1 6.392e+00 3.541e+01 0.180
## HandRight:ROILPF:Timepoint1.1 1.451e+01 3.541e+01 0.410
## HandRight:ROIRPF:Timepoint1.1 8.149e+00 3.541e+01 0.230
## HandRight:ROIC4:Timepoint1.2 5.499e+00 3.541e+01 0.155
## HandRight:ROIFz:Timepoint1.2 -5.279e+00 3.541e+01 -0.149
## HandRight:ROILPF:Timepoint1.2 8.711e+00 3.541e+01 0.246
## HandRight:ROIRPF:Timepoint1.2 1.001e+01 3.541e+01 0.283
## HandRight:ROIC4:Timepoint1.3 -4.550e+00 3.541e+01 -0.128
## HandRight:ROIFz:Timepoint1.3 -1.003e+01 3.541e+01 -0.283
## HandRight:ROILPF:Timepoint1.3 6.987e+00 3.541e+01 0.197
## HandRight:ROIRPF:Timepoint1.3 5.779e+00 3.541e+01 0.163
## HandRight:ROIC4:Timepoint1.4 -1.231e+00 3.541e+01 -0.035
## HandRight:ROIFz:Timepoint1.4 4.070e+00 3.541e+01 0.115
## HandRight:ROILPF:Timepoint1.4 1.152e+01 3.541e+01 0.325
## HandRight:ROIRPF:Timepoint1.4 -2.016e+00 3.541e+01 -0.057
## HandRight:ROIC4:Timepoint1.5 6.204e+00 3.541e+01 0.175
## HandRight:ROIFz:Timepoint1.5 1.706e+01 3.541e+01 0.482
## HandRight:ROILPF:Timepoint1.5 1.016e+01 3.541e+01 0.287
## HandRight:ROIRPF:Timepoint1.5 -1.037e+00 3.541e+01 -0.029
## HandRight:ROIC4:Timepoint1.6 7.151e+00 3.541e+01 0.202
## HandRight:ROIFz:Timepoint1.6 1.882e+01 3.541e+01 0.532
## HandRight:ROILPF:Timepoint1.6 6.963e+00 3.541e+01 0.197
## HandRight:ROIRPF:Timepoint1.6 6.829e+00 3.541e+01 0.193
## HandRight:ROIC4:Timepoint1.7 -1.008e+00 3.541e+01 -0.028
## HandRight:ROIFz:Timepoint1.7 4.606e-01 3.541e+01 0.013
## HandRight:ROILPF:Timepoint1.7 -2.329e+00 3.541e+01 -0.066
## HandRight:ROIRPF:Timepoint1.7 1.055e+01 3.541e+01 0.298
## HandRight:ROIC4:Timepoint1.8 -1.825e+00 3.541e+01 -0.052
## HandRight:ROIFz:Timepoint1.8 1.911e+00 3.541e+01 0.054
## HandRight:ROILPF:Timepoint1.8 5.972e+00 3.541e+01 0.169
## HandRight:ROIRPF:Timepoint1.8 1.126e+01 3.541e+01 0.318
## HandRight:ROIC4:Timepoint1.9 8.166e+00 3.541e+01 0.231
## HandRight:ROIFz:Timepoint1.9 7.685e+00 3.541e+01 0.217
## HandRight:ROILPF:Timepoint1.9 9.644e+00 3.541e+01 0.272
## HandRight:ROIRPF:Timepoint1.9 1.393e+01 3.541e+01 0.393
## HandRight:ROIC4:Timepoint2 1.961e+01 3.541e+01 0.554
## HandRight:ROIFz:Timepoint2 5.735e+00 3.541e+01 0.162
## HandRight:ROILPF:Timepoint2 5.713e+00 3.541e+01 0.161
## HandRight:ROIRPF:Timepoint2 1.773e+01 3.541e+01 0.501
## HandRight:ROIC4:Timepoint2.1 4.047e+01 3.541e+01 1.143
## HandRight:ROIFz:Timepoint2.1 3.091e+00 3.541e+01 0.087
## HandRight:ROILPF:Timepoint2.1 6.597e+00 3.541e+01 0.186
## HandRight:ROIRPF:Timepoint2.1 2.254e+01 3.541e+01 0.637
## HandRight:ROIC4:Timepoint2.2 2.822e+01 3.541e+01 0.797
## HandRight:ROIFz:Timepoint2.2 1.052e+00 3.541e+01 0.030
## HandRight:ROILPF:Timepoint2.2 5.041e+00 3.541e+01 0.142
## HandRight:ROIRPF:Timepoint2.2 1.683e+01 3.541e+01 0.475
## HandRight:ROIC4:Timepoint2.3 1.997e+00 3.541e+01 0.056
## HandRight:ROIFz:Timepoint2.3 -4.941e+00 3.541e+01 -0.140
## HandRight:ROILPF:Timepoint2.3 1.880e+00 3.541e+01 0.053
## HandRight:ROIRPF:Timepoint2.3 8.672e+00 3.541e+01 0.245
## HandRight:ROIC4:Timepoint2.4 -5.884e+00 3.541e+01 -0.166
## HandRight:ROIFz:Timepoint2.4 1.748e+00 3.541e+01 0.049
## HandRight:ROILPF:Timepoint2.4 4.250e+00 3.541e+01 0.120
## HandRight:ROIRPF:Timepoint2.4 4.018e+00 3.541e+01 0.113
## HandRight:ROIC4:Timepoint2.5 2.458e-01 3.541e+01 0.007
## HandRight:ROIFz:Timepoint2.5 6.785e+00 3.541e+01 0.192
## HandRight:ROILPF:Timepoint2.5 1.431e+00 3.541e+01 0.040
## HandRight:ROIRPF:Timepoint2.5 4.741e+00 3.541e+01 0.134
## HandRight:ROIC4:Timepoint2.6 2.780e+00 3.541e+01 0.079
## HandRight:ROIFz:Timepoint2.6 4.608e+00 3.541e+01 0.130
## HandRight:ROILPF:Timepoint2.6 5.080e+00 3.541e+01 0.143
## HandRight:ROIRPF:Timepoint2.6 1.083e+01 3.541e+01 0.306
## HandRight:ROIC4:Timepoint2.7 3.223e+00 3.541e+01 0.091
## HandRight:ROIFz:Timepoint2.7 -9.726e+00 3.541e+01 -0.275
## HandRight:ROILPF:Timepoint2.7 6.154e+00 3.541e+01 0.174
## HandRight:ROIRPF:Timepoint2.7 1.246e+01 3.541e+01 0.352
## HandRight:ROIC4:Timepoint2.8 -1.652e+00 3.541e+01 -0.047
## HandRight:ROIFz:Timepoint2.8 -1.879e+01 3.541e+01 -0.531
## HandRight:ROILPF:Timepoint2.8 3.593e+00 3.541e+01 0.101
## HandRight:ROIRPF:Timepoint2.8 8.422e+00 3.541e+01 0.238
## HandRight:ROIC4:Timepoint2.9 2.188e+01 3.541e+01 0.618
## HandRight:ROIFz:Timepoint2.9 2.602e+00 3.541e+01 0.073
## HandRight:ROILPF:Timepoint2.9 1.953e+01 3.541e+01 0.551
## HandRight:ROIRPF:Timepoint2.9 1.407e+01 3.541e+01 0.397
## HandRight:ROIC4:Timepoint3 1.512e+01 3.541e+01 0.427
## HandRight:ROIFz:Timepoint3 -4.374e+00 3.541e+01 -0.124
## HandRight:ROILPF:Timepoint3 1.243e+01 3.541e+01 0.351
## HandRight:ROIRPF:Timepoint3 4.234e+00 3.541e+01 0.120
## BlockB5:HandRight:ROIC4:Timepoint0.1 -1.298e+01 5.008e+01 -0.259
## BlockB5:HandRight:ROIFz:Timepoint0.1 -2.360e+00 5.008e+01 -0.047
## BlockB5:HandRight:ROILPF:Timepoint0.1 -8.402e+00 5.008e+01 -0.168
## BlockB5:HandRight:ROIRPF:Timepoint0.1 -2.977e+00 5.008e+01 -0.059
## BlockB5:HandRight:ROIC4:Timepoint0.2 -5.608e+00 5.008e+01 -0.112
## BlockB5:HandRight:ROIFz:Timepoint0.2 -1.311e+01 5.008e+01 -0.262
## BlockB5:HandRight:ROILPF:Timepoint0.2 -1.879e+01 5.008e+01 -0.375
## BlockB5:HandRight:ROIRPF:Timepoint0.2 -7.818e+00 5.008e+01 -0.156
## BlockB5:HandRight:ROIC4:Timepoint0.3 6.037e+00 5.008e+01 0.121
## BlockB5:HandRight:ROIFz:Timepoint0.3 -1.205e+01 5.008e+01 -0.241
## BlockB5:HandRight:ROILPF:Timepoint0.3 -2.149e+01 5.008e+01 -0.429
## BlockB5:HandRight:ROIRPF:Timepoint0.3 -1.590e+01 5.008e+01 -0.317
## BlockB5:HandRight:ROIC4:Timepoint0.4 7.724e+00 5.008e+01 0.154
## BlockB5:HandRight:ROIFz:Timepoint0.4 -9.519e+00 5.008e+01 -0.190
## BlockB5:HandRight:ROILPF:Timepoint0.4 -2.514e+01 5.008e+01 -0.502
## BlockB5:HandRight:ROIRPF:Timepoint0.4 -2.083e+01 5.008e+01 -0.416
## BlockB5:HandRight:ROIC4:Timepoint0.5 3.982e+01 5.008e+01 0.795
## BlockB5:HandRight:ROIFz:Timepoint0.5 2.157e+01 5.008e+01 0.431
## BlockB5:HandRight:ROILPF:Timepoint0.5 -5.272e-01 5.008e+01 -0.011
## BlockB5:HandRight:ROIRPF:Timepoint0.5 1.025e+01 5.008e+01 0.205
## BlockB5:HandRight:ROIC4:Timepoint0.6 1.428e+01 5.008e+01 0.285
## BlockB5:HandRight:ROIFz:Timepoint0.6 1.263e+01 5.008e+01 0.252
## BlockB5:HandRight:ROILPF:Timepoint0.6 -1.742e+01 5.008e+01 -0.348
## BlockB5:HandRight:ROIRPF:Timepoint0.6 -3.993e+00 5.008e+01 -0.080
## BlockB5:HandRight:ROIC4:Timepoint0.7 -2.614e+01 5.008e+01 -0.522
## BlockB5:HandRight:ROIFz:Timepoint0.7 -1.496e+01 5.008e+01 -0.299
## BlockB5:HandRight:ROILPF:Timepoint0.7 -2.253e+01 5.008e+01 -0.450
## BlockB5:HandRight:ROIRPF:Timepoint0.7 -1.952e+01 5.008e+01 -0.390
## BlockB5:HandRight:ROIC4:Timepoint0.8 -2.176e+01 5.008e+01 -0.434
## BlockB5:HandRight:ROIFz:Timepoint0.8 -1.304e+01 5.008e+01 -0.260
## BlockB5:HandRight:ROILPF:Timepoint0.8 -2.363e+01 5.008e+01 -0.472
## BlockB5:HandRight:ROIRPF:Timepoint0.8 -1.017e+01 5.008e+01 -0.203
## BlockB5:HandRight:ROIC4:Timepoint0.9 -2.172e+01 5.008e+01 -0.434
## BlockB5:HandRight:ROIFz:Timepoint0.9 -1.369e+01 5.008e+01 -0.273
## BlockB5:HandRight:ROILPF:Timepoint0.9 -3.127e+01 5.008e+01 -0.624
## BlockB5:HandRight:ROIRPF:Timepoint0.9 -1.466e+01 5.008e+01 -0.293
## BlockB5:HandRight:ROIC4:Timepoint1 -3.867e+01 5.008e+01 -0.772
## BlockB5:HandRight:ROIFz:Timepoint1 -3.251e+01 5.008e+01 -0.649
## BlockB5:HandRight:ROILPF:Timepoint1 -3.863e+01 5.008e+01 -0.771
## BlockB5:HandRight:ROIRPF:Timepoint1 -2.185e+01 5.008e+01 -0.436
## BlockB5:HandRight:ROIC4:Timepoint1.1 -2.931e+01 5.008e+01 -0.585
## BlockB5:HandRight:ROIFz:Timepoint1.1 -1.654e+01 5.008e+01 -0.330
## BlockB5:HandRight:ROILPF:Timepoint1.1 -1.646e+01 5.008e+01 -0.329
## BlockB5:HandRight:ROIRPF:Timepoint1.1 -1.319e+01 5.008e+01 -0.263
## BlockB5:HandRight:ROIC4:Timepoint1.2 3.565e+01 5.008e+01 0.712
## BlockB5:HandRight:ROIFz:Timepoint1.2 1.090e+02 5.008e+01 2.177
## BlockB5:HandRight:ROILPF:Timepoint1.2 9.053e+01 5.008e+01 1.808
## BlockB5:HandRight:ROIRPF:Timepoint1.2 4.179e+01 5.008e+01 0.834
## BlockB5:HandRight:ROIC4:Timepoint1.3 5.833e+00 5.008e+01 0.116
## BlockB5:HandRight:ROIFz:Timepoint1.3 7.126e+01 5.008e+01 1.423
## BlockB5:HandRight:ROILPF:Timepoint1.3 4.927e+01 5.008e+01 0.984
## BlockB5:HandRight:ROIRPF:Timepoint1.3 1.974e+01 5.008e+01 0.394
## BlockB5:HandRight:ROIC4:Timepoint1.4 -9.376e+00 5.008e+01 -0.187
## BlockB5:HandRight:ROIFz:Timepoint1.4 9.055e+00 5.008e+01 0.181
## BlockB5:HandRight:ROILPF:Timepoint1.4 -1.049e+01 5.008e+01 -0.210
## BlockB5:HandRight:ROIRPF:Timepoint1.4 5.839e+00 5.008e+01 0.117
## BlockB5:HandRight:ROIC4:Timepoint1.5 -1.336e+01 5.008e+01 -0.267
## BlockB5:HandRight:ROIFz:Timepoint1.5 -2.939e+01 5.008e+01 -0.587
## BlockB5:HandRight:ROILPF:Timepoint1.5 -2.911e+01 5.008e+01 -0.581
## BlockB5:HandRight:ROIRPF:Timepoint1.5 -6.814e+00 5.008e+01 -0.136
## BlockB5:HandRight:ROIC4:Timepoint1.6 -1.861e+01 5.008e+01 -0.372
## BlockB5:HandRight:ROIFz:Timepoint1.6 -4.835e+01 5.008e+01 -0.965
## BlockB5:HandRight:ROILPF:Timepoint1.6 -4.632e+01 5.008e+01 -0.925
## BlockB5:HandRight:ROIRPF:Timepoint1.6 -2.152e+01 5.008e+01 -0.430
## BlockB5:HandRight:ROIC4:Timepoint1.7 -1.100e+01 5.008e+01 -0.220
## BlockB5:HandRight:ROIFz:Timepoint1.7 -3.625e+01 5.008e+01 -0.724
## BlockB5:HandRight:ROILPF:Timepoint1.7 -4.329e+01 5.008e+01 -0.864
## BlockB5:HandRight:ROIRPF:Timepoint1.7 -2.365e+01 5.008e+01 -0.472
## BlockB5:HandRight:ROIC4:Timepoint1.8 -7.755e+00 5.008e+01 -0.155
## BlockB5:HandRight:ROIFz:Timepoint1.8 -4.827e+01 5.008e+01 -0.964
## BlockB5:HandRight:ROILPF:Timepoint1.8 -4.613e+01 5.008e+01 -0.921
## BlockB5:HandRight:ROIRPF:Timepoint1.8 -2.661e+01 5.008e+01 -0.531
## BlockB5:HandRight:ROIC4:Timepoint1.9 -8.878e+00 5.008e+01 -0.177
## BlockB5:HandRight:ROIFz:Timepoint1.9 -4.034e+01 5.008e+01 -0.806
## BlockB5:HandRight:ROILPF:Timepoint1.9 -3.738e+01 5.008e+01 -0.746
## BlockB5:HandRight:ROIRPF:Timepoint1.9 -3.182e+01 5.008e+01 -0.635
## BlockB5:HandRight:ROIC4:Timepoint2 1.521e+00 5.008e+01 0.030
## BlockB5:HandRight:ROIFz:Timepoint2 -3.401e+01 5.008e+01 -0.679
## BlockB5:HandRight:ROILPF:Timepoint2 -2.918e+01 5.008e+01 -0.583
## BlockB5:HandRight:ROIRPF:Timepoint2 -2.650e+01 5.008e+01 -0.529
## BlockB5:HandRight:ROIC4:Timepoint2.1 -2.739e+00 5.008e+01 -0.055
## BlockB5:HandRight:ROIFz:Timepoint2.1 -4.783e+01 5.008e+01 -0.955
## BlockB5:HandRight:ROILPF:Timepoint2.1 -3.237e+01 5.008e+01 -0.646
## BlockB5:HandRight:ROIRPF:Timepoint2.1 -3.324e+01 5.008e+01 -0.664
## BlockB5:HandRight:ROIC4:Timepoint2.2 -1.568e+01 5.008e+01 -0.313
## BlockB5:HandRight:ROIFz:Timepoint2.2 -6.907e+01 5.008e+01 -1.379
## BlockB5:HandRight:ROILPF:Timepoint2.2 -4.864e+01 5.008e+01 -0.971
## BlockB5:HandRight:ROIRPF:Timepoint2.2 -4.041e+01 5.008e+01 -0.807
## BlockB5:HandRight:ROIC4:Timepoint2.3 5.200e+00 5.008e+01 0.104
## BlockB5:HandRight:ROIFz:Timepoint2.3 -3.183e+01 5.008e+01 -0.636
## BlockB5:HandRight:ROILPF:Timepoint2.3 -3.574e+01 5.008e+01 -0.714
## BlockB5:HandRight:ROIRPF:Timepoint2.3 -2.054e+01 5.008e+01 -0.410
## BlockB5:HandRight:ROIC4:Timepoint2.4 5.565e+00 5.008e+01 0.111
## BlockB5:HandRight:ROIFz:Timepoint2.4 -3.390e+01 5.008e+01 -0.677
## BlockB5:HandRight:ROILPF:Timepoint2.4 -3.322e+01 5.008e+01 -0.663
## BlockB5:HandRight:ROIRPF:Timepoint2.4 -1.977e+00 5.008e+01 -0.039
## BlockB5:HandRight:ROIC4:Timepoint2.5 -1.655e+01 5.008e+01 -0.331
## BlockB5:HandRight:ROIFz:Timepoint2.5 -4.247e+01 5.008e+01 -0.848
## BlockB5:HandRight:ROILPF:Timepoint2.5 -2.564e+01 5.008e+01 -0.512
## BlockB5:HandRight:ROIRPF:Timepoint2.5 -2.650e+00 5.008e+01 -0.053
## BlockB5:HandRight:ROIC4:Timepoint2.6 -1.294e+01 5.008e+01 -0.258
## BlockB5:HandRight:ROIFz:Timepoint2.6 -3.732e+01 5.008e+01 -0.745
## BlockB5:HandRight:ROILPF:Timepoint2.6 -2.450e+01 5.008e+01 -0.489
## BlockB5:HandRight:ROIRPF:Timepoint2.6 -1.158e+01 5.008e+01 -0.231
## BlockB5:HandRight:ROIC4:Timepoint2.7 -1.373e+01 5.008e+01 -0.274
## BlockB5:HandRight:ROIFz:Timepoint2.7 -4.373e+01 5.008e+01 -0.873
## BlockB5:HandRight:ROILPF:Timepoint2.7 -3.982e+01 5.008e+01 -0.795
## BlockB5:HandRight:ROIRPF:Timepoint2.7 -3.179e+01 5.008e+01 -0.635
## BlockB5:HandRight:ROIC4:Timepoint2.8 -4.016e+00 5.008e+01 -0.080
## BlockB5:HandRight:ROIFz:Timepoint2.8 -4.707e+01 5.008e+01 -0.940
## BlockB5:HandRight:ROILPF:Timepoint2.8 -4.220e+01 5.008e+01 -0.843
## BlockB5:HandRight:ROIRPF:Timepoint2.8 -2.721e+01 5.008e+01 -0.543
## BlockB5:HandRight:ROIC4:Timepoint2.9 3.312e+00 5.008e+01 0.066
## BlockB5:HandRight:ROIFz:Timepoint2.9 -4.689e+01 5.008e+01 -0.936
## BlockB5:HandRight:ROILPF:Timepoint2.9 -3.190e+01 5.008e+01 -0.637
## BlockB5:HandRight:ROIRPF:Timepoint2.9 2.663e+00 5.008e+01 0.053
## BlockB5:HandRight:ROIC4:Timepoint3 -2.891e+01 5.008e+01 -0.577
## BlockB5:HandRight:ROIFz:Timepoint3 -2.163e+01 5.008e+01 -0.432
## BlockB5:HandRight:ROILPF:Timepoint3 -1.655e+01 5.008e+01 -0.331
## BlockB5:HandRight:ROIRPF: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 = motwide_final)
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: motwide_final
##
## 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
## ROIC4 1.83117 16.92821 0.108
## ROIFz 11.25761 16.92821 0.665
## ROILPF 4.13146 16.92821 0.244
## ROIRPF 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:ROIC4 -3.41595 23.94010 -0.143
## BlockB5:ROIFz 1.92250 23.94010 0.080
## BlockB5:ROILPF 0.34791 23.94010 0.015
## BlockB5:ROIRPF -0.55418 23.94010 -0.023
## HandRight:ROIC4 -1.11641 23.94010 -0.047
## HandRight:ROIFz -9.24706 23.94010 -0.386
## HandRight:ROILPF -1.56982 23.94010 -0.066
## HandRight:ROIRPF -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
## ROIC4:Timepoint0.1 -4.62298 23.94010 -0.193
## ROIFz:Timepoint0.1 -7.96525 23.94010 -0.333
## ROILPF:Timepoint0.1 -4.17273 23.94010 -0.174
## ROIRPF:Timepoint0.1 -0.63710 23.94010 -0.027
## ROIC4:Timepoint0.2 -6.28814 23.94010 -0.263
## ROIFz:Timepoint0.2 -7.41468 23.94010 -0.310
## ROILPF:Timepoint0.2 -8.77787 23.94010 -0.367
## ROIRPF:Timepoint0.2 -2.96760 23.94010 -0.124
## ROIC4:Timepoint0.3 -4.35021 23.94010 -0.182
## ROIFz:Timepoint0.3 4.39537 23.94010 0.184
## ROILPF:Timepoint0.3 -1.42092 23.94010 -0.059
## ROIRPF:Timepoint0.3 -2.68585 23.94010 -0.112
## ROIC4:Timepoint0.4 -7.50127 23.94010 -0.313
## ROIFz:Timepoint0.4 1.71226 23.94010 0.072
## ROILPF:Timepoint0.4 -2.09039 23.94010 -0.087
## ROIRPF:Timepoint0.4 -5.43069 23.94010 -0.227
## ROIC4:Timepoint0.5 -9.28729 23.94010 -0.388
## ROIFz:Timepoint0.5 -6.72865 23.94010 -0.281
## ROILPF:Timepoint0.5 -3.99293 23.94010 -0.167
## ROIRPF:Timepoint0.5 -1.96309 23.94010 -0.082
## ROIC4:Timepoint0.6 -11.68843 23.94010 -0.488
## ROIFz:Timepoint0.6 -10.90189 23.94010 -0.455
## ROILPF:Timepoint0.6 -13.86793 23.94010 -0.579
## ROIRPF:Timepoint0.6 -6.17581 23.94010 -0.258
## ROIC4:Timepoint0.7 -13.52801 23.94010 -0.565
## ROIFz:Timepoint0.7 -12.07140 23.94010 -0.504
## ROILPF:Timepoint0.7 -14.24355 23.94010 -0.595
## ROIRPF:Timepoint0.7 -8.14279 23.94010 -0.340
## ROIC4:Timepoint0.8 -20.78105 23.94010 -0.868
## ROIFz:Timepoint0.8 -18.62064 23.94010 -0.778
## ROILPF:Timepoint0.8 -23.63584 23.94010 -0.987
## ROIRPF:Timepoint0.8 -13.49364 23.94010 -0.564
## ROIC4:Timepoint0.9 -7.94029 23.94010 -0.332
## ROIFz:Timepoint0.9 -11.69758 23.94010 -0.489
## ROILPF:Timepoint0.9 -12.30486 23.94010 -0.514
## ROIRPF:Timepoint0.9 -4.31310 23.94010 -0.180
## ROIC4:Timepoint1 -4.40597 23.94010 -0.184
## ROIFz:Timepoint1 1.41570 23.94010 0.059
## ROILPF:Timepoint1 0.52201 23.94010 0.022
## ROIRPF:Timepoint1 -0.68978 23.94010 -0.029
## ROIC4:Timepoint1.1 -7.69744 23.94010 -0.322
## ROIFz:Timepoint1.1 28.21013 23.94010 1.178
## ROILPF:Timepoint1.1 21.60982 23.94010 0.903
## ROIRPF:Timepoint1.1 -4.69020 23.94010 -0.196
## ROIC4:Timepoint1.2 -5.67872 23.94010 -0.237
## ROIFz:Timepoint1.2 3.75771 23.94010 0.157
## ROILPF:Timepoint1.2 10.64334 23.94010 0.445
## ROIRPF:Timepoint1.2 -1.66696 23.94010 -0.070
## ROIC4:Timepoint1.3 0.67099 23.94010 0.028
## ROIFz:Timepoint1.3 -2.10539 23.94010 -0.088
## ROILPF:Timepoint1.3 0.90231 23.94010 0.038
## ROIRPF:Timepoint1.3 6.32490 23.94010 0.264
## ROIC4:Timepoint1.4 -8.12537 23.94010 -0.339
## ROIFz:Timepoint1.4 -11.57553 23.94010 -0.484
## ROILPF:Timepoint1.4 -2.61822 23.94010 -0.109
## ROIRPF:Timepoint1.4 -0.48815 23.94010 -0.020
## ROIC4:Timepoint1.5 -5.75111 23.94010 -0.240
## ROIFz:Timepoint1.5 -2.78407 23.94010 -0.116
## ROILPF:Timepoint1.5 7.79093 23.94010 0.325
## ROIRPF:Timepoint1.5 0.42861 23.94010 0.018
## ROIC4:Timepoint1.6 -3.65728 23.94010 -0.153
## ROIFz:Timepoint1.6 -1.28890 23.94010 -0.054
## ROILPF:Timepoint1.6 3.37373 23.94010 0.141
## ROIRPF:Timepoint1.6 5.74371 23.94010 0.240
## ROIC4:Timepoint1.7 -7.55709 23.94010 -0.316
## ROIFz:Timepoint1.7 -7.01803 23.94010 -0.293
## ROILPF:Timepoint1.7 2.19923 23.94010 0.092
## ROIRPF:Timepoint1.7 -0.43247 23.94010 -0.018
## ROIC4:Timepoint1.8 -4.57209 23.94010 -0.191
## ROIFz:Timepoint1.8 -6.72050 23.94010 -0.281
## ROILPF:Timepoint1.8 -1.74464 23.94010 -0.073
## ROIRPF:Timepoint1.8 -1.15584 23.94010 -0.048
## ROIC4:Timepoint1.9 -11.72948 23.94010 -0.490
## ROIFz:Timepoint1.9 -6.68093 23.94010 -0.279
## ROILPF:Timepoint1.9 7.97191 23.94010 0.333
## ROIRPF:Timepoint1.9 1.29207 23.94010 0.054
## ROIC4:Timepoint2 -2.94341 23.94010 -0.123
## ROIFz:Timepoint2 0.13705 23.94010 0.006
## ROILPF:Timepoint2 17.30232 23.94010 0.723
## ROIRPF:Timepoint2 0.66385 23.94010 0.028
## ROIC4:Timepoint2.1 -2.71419 23.94010 -0.113
## ROIFz:Timepoint2.1 -4.49733 23.94010 -0.188
## ROILPF:Timepoint2.1 -1.55247 23.94010 -0.065
## ROIRPF:Timepoint2.1 1.69433 23.94010 0.071
## ROIC4:Timepoint2.2 -0.69846 23.94010 -0.029
## ROIFz:Timepoint2.2 -6.48174 23.94010 -0.271
## ROILPF:Timepoint2.2 -1.90056 23.94010 -0.079
## ROIRPF:Timepoint2.2 -0.58137 23.94010 -0.024
## ROIC4:Timepoint2.3 -4.27994 23.94010 -0.179
## ROIFz:Timepoint2.3 -5.87982 23.94010 -0.246
## ROILPF:Timepoint2.3 0.15950 23.94010 0.007
## ROIRPF:Timepoint2.3 -2.41066 23.94010 -0.101
## ROIC4:Timepoint2.4 -3.30650 23.94010 -0.138
## ROIFz:Timepoint2.4 -8.85295 23.94010 -0.370
## ROILPF:Timepoint2.4 -6.08041 23.94010 -0.254
## ROIRPF:Timepoint2.4 -1.46025 23.94010 -0.061
## ROIC4:Timepoint2.5 -0.78659 23.94010 -0.033
## ROIFz:Timepoint2.5 -2.78020 23.94010 -0.116
## ROILPF:Timepoint2.5 -2.11789 23.94010 -0.088
## ROIRPF:Timepoint2.5 0.21982 23.94010 0.009
## ROIC4:Timepoint2.6 -10.17016 23.94010 -0.425
## ROIFz:Timepoint2.6 -11.13913 23.94010 -0.465
## ROILPF:Timepoint2.6 -4.44947 23.94010 -0.186
## ROIRPF:Timepoint2.6 -2.92702 23.94010 -0.122
## ROIC4:Timepoint2.7 -5.15763 23.94010 -0.215
## ROIFz:Timepoint2.7 -2.81038 23.94010 -0.117
## ROILPF:Timepoint2.7 -0.54966 23.94010 -0.023
## ROIRPF:Timepoint2.7 -4.90162 23.94010 -0.205
## ROIC4:Timepoint2.8 -11.27877 23.94010 -0.471
## ROIFz:Timepoint2.8 11.72529 23.94010 0.490
## ROILPF:Timepoint2.8 10.94348 23.94010 0.457
## ROIRPF:Timepoint2.8 -5.03364 23.94010 -0.210
## ROIC4:Timepoint2.9 -9.50487 23.94010 -0.397
## ROIFz:Timepoint2.9 7.89375 23.94010 0.330
## ROILPF:Timepoint2.9 5.30949 23.94010 0.222
## ROIRPF:Timepoint2.9 -2.00277 23.94010 -0.084
## ROIC4:Timepoint3 -4.40231 23.94010 -0.184
## ROIFz:Timepoint3 -6.71049 23.94010 -0.280
## ROILPF:Timepoint3 -2.10874 23.94010 -0.088
## ROIRPF:Timepoint3 -3.18542 23.94010 -0.133
## BlockB5:HandRight:ROIC4 8.51903 33.85642 0.252
## BlockB5:HandRight:ROIFz 0.59695 33.85642 0.018
## BlockB5:HandRight:ROILPF 1.70998 33.85642 0.051
## BlockB5:HandRight:ROIRPF 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
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## BlockB5:HandRight:Timepoint2.4 6.85906 33.85642 0.203
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## BlockB5:HandRight:Timepoint2.7 9.60027 33.85642 0.284
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## BlockB5:HandRight:Timepoint2.9 0.74468 33.85642 0.022
## BlockB5:HandRight:Timepoint3 -19.66660 33.85642 -0.581
## BlockB5:ROIC4:Timepoint0.1 14.31843 33.85642 0.423
## BlockB5:ROIFz:Timepoint0.1 9.27268 33.85642 0.274
## BlockB5:ROILPF:Timepoint0.1 10.23213 33.85642 0.302
## BlockB5:ROIRPF:Timepoint0.1 8.73444 33.85642 0.258
## BlockB5:ROIC4:Timepoint0.2 16.03259 33.85642 0.474
## BlockB5:ROIFz:Timepoint0.2 4.20037 33.85642 0.124
## BlockB5:ROILPF:Timepoint0.2 10.11366 33.85642 0.299
## BlockB5:ROIRPF:Timepoint0.2 11.55930 33.85642 0.341
## BlockB5:ROIC4:Timepoint0.3 9.34931 33.85642 0.276
## BlockB5:ROIFz:Timepoint0.3 2.84529 33.85642 0.084
## BlockB5:ROILPF:Timepoint0.3 5.99354 33.85642 0.177
## BlockB5:ROIRPF:Timepoint0.3 9.11036 33.85642 0.269
## BlockB5:ROIC4:Timepoint0.4 11.41033 33.85642 0.337
## BlockB5:ROIFz:Timepoint0.4 -3.70636 33.85642 -0.109
## BlockB5:ROILPF:Timepoint0.4 3.72849 33.85642 0.110
## BlockB5:ROIRPF:Timepoint0.4 8.55501 33.85642 0.253
## BlockB5:ROIC4:Timepoint0.5 15.89665 33.85642 0.470
## BlockB5:ROIFz:Timepoint0.5 1.64443 33.85642 0.049
## BlockB5:ROILPF:Timepoint0.5 12.09851 33.85642 0.357
## BlockB5:ROIRPF:Timepoint0.5 14.11479 33.85642 0.417
## BlockB5:ROIC4:Timepoint0.6 19.32309 33.85642 0.571
## BlockB5:ROIFz:Timepoint0.6 1.15127 33.85642 0.034
## BlockB5:ROILPF:Timepoint0.6 18.67151 33.85642 0.551
## BlockB5:ROIRPF:Timepoint0.6 14.26075 33.85642 0.421
## BlockB5:ROIC4:Timepoint0.7 26.60575 33.85642 0.786
## BlockB5:ROIFz:Timepoint0.7 22.34065 33.85642 0.660
## BlockB5:ROILPF:Timepoint0.7 21.86088 33.85642 0.646
## BlockB5:ROIRPF:Timepoint0.7 19.45067 33.85642 0.575
## BlockB5:ROIC4:Timepoint0.8 22.44336 33.85642 0.663
## BlockB5:ROIFz:Timepoint0.8 18.57978 33.85642 0.549
## BlockB5:ROILPF:Timepoint0.8 30.46006 33.85642 0.900
## BlockB5:ROIRPF:Timepoint0.8 14.69653 33.85642 0.434
## BlockB5:ROIC4:Timepoint0.9 15.87816 33.85642 0.469
## BlockB5:ROIFz:Timepoint0.9 19.27899 33.85642 0.569
## BlockB5:ROILPF:Timepoint0.9 22.45207 33.85642 0.663
## BlockB5:ROIRPF:Timepoint0.9 17.95704 33.85642 0.530
## BlockB5:ROIC4:Timepoint1 8.21493 33.85642 0.243
## BlockB5:ROIFz:Timepoint1 -10.64753 33.85642 -0.314
## BlockB5:ROILPF:Timepoint1 -2.81465 33.85642 -0.083
## BlockB5:ROIRPF:Timepoint1 8.32657 33.85642 0.246
## BlockB5:ROIC4:Timepoint1.1 17.09607 33.85642 0.505
## BlockB5:ROIFz:Timepoint1.1 -36.73764 33.85642 -1.085
## BlockB5:ROILPF:Timepoint1.1 -30.37378 33.85642 -0.897
## BlockB5:ROIRPF:Timepoint1.1 6.42753 33.85642 0.190
## BlockB5:ROIC4:Timepoint1.2 7.18820 33.85642 0.212
## BlockB5:ROIFz:Timepoint1.2 -34.07558 33.85642 -1.006
## BlockB5:ROILPF:Timepoint1.2 -35.47272 33.85642 -1.048
## BlockB5:ROIRPF:Timepoint1.2 -5.48982 33.85642 -0.162
## BlockB5:ROIC4:Timepoint1.3 94.00614 33.85642 2.777
## BlockB5:ROIFz:Timepoint1.3 -24.41746 33.85642 -0.721
## BlockB5:ROILPF:Timepoint1.3 -14.73509 33.85642 -0.435
## BlockB5:ROIRPF:Timepoint1.3 -4.08075 33.85642 -0.121
## BlockB5:ROIC4:Timepoint1.4 12.28574 33.85642 0.363
## BlockB5:ROIFz:Timepoint1.4 -6.14942 33.85642 -0.182
## BlockB5:ROILPF:Timepoint1.4 -5.27972 33.85642 -0.156
## BlockB5:ROIRPF:Timepoint1.4 -0.23934 33.85642 -0.007
## BlockB5:ROIC4:Timepoint1.5 46.65408 33.85642 1.378
## BlockB5:ROIFz:Timepoint1.5 -0.30795 33.85642 -0.009
## BlockB5:ROILPF:Timepoint1.5 2.23872 33.85642 0.066
## BlockB5:ROIRPF:Timepoint1.5 12.26812 33.85642 0.362
## BlockB5:ROIC4:Timepoint1.6 30.92057 33.85642 0.913
## BlockB5:ROIFz:Timepoint1.6 -0.20252 33.85642 -0.006
## BlockB5:ROILPF:Timepoint1.6 7.20665 33.85642 0.213
## BlockB5:ROIRPF:Timepoint1.6 5.55854 33.85642 0.164
## BlockB5:ROIC4:Timepoint1.7 51.97867 33.85642 1.535
## BlockB5:ROIFz:Timepoint1.7 5.47673 33.85642 0.162
## BlockB5:ROILPF:Timepoint1.7 -0.83312 33.85642 -0.025
## BlockB5:ROIRPF:Timepoint1.7 12.44190 33.85642 0.367
## BlockB5:ROIC4:Timepoint1.8 15.14035 33.85642 0.447
## BlockB5:ROIFz:Timepoint1.8 8.95052 33.85642 0.264
## BlockB5:ROILPF:Timepoint1.8 7.03070 33.85642 0.208
## BlockB5:ROIRPF:Timepoint1.8 12.94759 33.85642 0.382
## BlockB5:ROIC4:Timepoint1.9 19.44071 33.85642 0.574
## BlockB5:ROIFz:Timepoint1.9 0.06782 33.85642 0.002
## BlockB5:ROILPF:Timepoint1.9 -7.85271 33.85642 -0.232
## BlockB5:ROIRPF:Timepoint1.9 5.73986 33.85642 0.170
## BlockB5:ROIC4:Timepoint2 8.45058 33.85642 0.250
## BlockB5:ROIFz:Timepoint2 -0.34029 33.85642 -0.010
## BlockB5:ROILPF:Timepoint2 -12.59626 33.85642 -0.372
## BlockB5:ROIRPF:Timepoint2 6.48761 33.85642 0.192
## BlockB5:ROIC4:Timepoint2.1 10.47514 33.85642 0.309
## BlockB5:ROIFz:Timepoint2.1 2.49059 33.85642 0.074
## BlockB5:ROILPF:Timepoint2.1 4.19503 33.85642 0.124
## BlockB5:ROIRPF:Timepoint2.1 3.45121 33.85642 0.102
## BlockB5:ROIC4:Timepoint2.2 -1.81368 33.85642 -0.054
## BlockB5:ROIFz:Timepoint2.2 1.64708 33.85642 0.049
## BlockB5:ROILPF:Timepoint2.2 6.96979 33.85642 0.206
## BlockB5:ROIRPF:Timepoint2.2 7.70355 33.85642 0.228
## BlockB5:ROIC4:Timepoint2.3 4.58482 33.85642 0.135
## BlockB5:ROIFz:Timepoint2.3 1.94591 33.85642 0.057
## BlockB5:ROILPF:Timepoint2.3 5.06295 33.85642 0.150
## BlockB5:ROIRPF:Timepoint2.3 11.20802 33.85642 0.331
## BlockB5:ROIC4:Timepoint2.4 6.65029 33.85642 0.196
## BlockB5:ROIFz:Timepoint2.4 6.36643 33.85642 0.188
## BlockB5:ROILPF:Timepoint2.4 9.03713 33.85642 0.267
## BlockB5:ROIRPF:Timepoint2.4 12.02818 33.85642 0.355
## BlockB5:ROIC4:Timepoint2.5 3.28593 33.85642 0.097
## BlockB5:ROIFz:Timepoint2.5 -3.10916 33.85642 -0.092
## BlockB5:ROILPF:Timepoint2.5 6.20040 33.85642 0.183
## BlockB5:ROIRPF:Timepoint2.5 3.15926 33.85642 0.093
## BlockB5:ROIC4:Timepoint2.6 13.06228 33.85642 0.386
## BlockB5:ROIFz:Timepoint2.6 3.57990 33.85642 0.106
## BlockB5:ROILPF:Timepoint2.6 8.81795 33.85642 0.260
## BlockB5:ROIRPF:Timepoint2.6 5.64240 33.85642 0.167
## BlockB5:ROIC4:Timepoint2.7 12.97055 33.85642 0.383
## BlockB5:ROIFz:Timepoint2.7 0.69658 33.85642 0.021
## BlockB5:ROILPF:Timepoint2.7 3.44643 33.85642 0.102
## BlockB5:ROIRPF:Timepoint2.7 14.21134 33.85642 0.420
## BlockB5:ROIC4:Timepoint2.8 12.35444 33.85642 0.365
## BlockB5:ROIFz:Timepoint2.8 -20.84136 33.85642 -0.616
## BlockB5:ROILPF:Timepoint2.8 -15.09969 33.85642 -0.446
## BlockB5:ROIRPF:Timepoint2.8 9.55995 33.85642 0.282
## BlockB5:ROIC4:Timepoint2.9 8.26717 33.85642 0.244
## BlockB5:ROIFz:Timepoint2.9 -26.62845 33.85642 -0.787
## BlockB5:ROILPF:Timepoint2.9 -16.32827 33.85642 -0.482
## BlockB5:ROIRPF:Timepoint2.9 0.27415 33.85642 0.008
## BlockB5:ROIC4:Timepoint3 2.32402 33.85642 0.069
## BlockB5:ROIFz:Timepoint3 -9.37883 33.85642 -0.277
## BlockB5:ROILPF:Timepoint3 -7.99893 33.85642 -0.236
## BlockB5:ROIRPF:Timepoint3 -7.28878 33.85642 -0.215
## HandRight:ROIC4:Timepoint0.1 -0.47729 33.85642 -0.014
## HandRight:ROIFz:Timepoint0.1 5.55763 33.85642 0.164
## HandRight:ROILPF:Timepoint0.1 1.91814 33.85642 0.057
## HandRight:ROIRPF:Timepoint0.1 -1.42008 33.85642 -0.042
## HandRight:ROIC4:Timepoint0.2 3.99233 33.85642 0.118
## HandRight:ROIFz:Timepoint0.2 6.78912 33.85642 0.201
## HandRight:ROILPF:Timepoint0.2 8.17171 33.85642 0.241
## HandRight:ROIRPF:Timepoint0.2 2.32300 33.85642 0.069
## HandRight:ROIC4:Timepoint0.3 2.68001 33.85642 0.079
## HandRight:ROIFz:Timepoint0.3 -5.42945 33.85642 -0.160
## HandRight:ROILPF:Timepoint0.3 1.38402 33.85642 0.041
## HandRight:ROIRPF:Timepoint0.3 2.89043 33.85642 0.085
## HandRight:ROIC4:Timepoint0.4 6.64366 33.85642 0.196
## HandRight:ROIFz:Timepoint0.4 -4.96723 33.85642 -0.147
## HandRight:ROILPF:Timepoint0.4 -3.36873 33.85642 -0.100
## HandRight:ROIRPF:Timepoint0.4 3.03762 33.85642 0.090
## HandRight:ROIC4:Timepoint0.5 10.23289 33.85642 0.302
## HandRight:ROIFz:Timepoint0.5 2.09448 33.85642 0.062
## HandRight:ROILPF:Timepoint0.5 1.05484 33.85642 0.031
## HandRight:ROIRPF:Timepoint0.5 4.73148 33.85642 0.140
## HandRight:ROIC4:Timepoint0.6 0.27164 33.85642 0.008
## HandRight:ROIFz:Timepoint0.6 -3.91165 33.85642 -0.116
## HandRight:ROILPF:Timepoint0.6 9.97025 33.85642 0.294
## HandRight:ROIRPF:Timepoint0.6 12.41734 33.85642 0.367
## HandRight:ROIC4:Timepoint0.7 21.52371 33.85642 0.636
## HandRight:ROIFz:Timepoint0.7 8.10286 33.85642 0.239
## HandRight:ROILPF:Timepoint0.7 9.15838 33.85642 0.271
## HandRight:ROIRPF:Timepoint0.7 14.32333 33.85642 0.423
## HandRight:ROIC4:Timepoint0.8 21.18100 33.85642 0.626
## HandRight:ROIFz:Timepoint0.8 16.52298 33.85642 0.488
## HandRight:ROILPF:Timepoint0.8 24.62065 33.85642 0.727
## HandRight:ROIRPF:Timepoint0.8 23.07364 33.85642 0.682
## HandRight:ROIC4:Timepoint0.9 9.02788 33.85642 0.267
## HandRight:ROIFz:Timepoint0.9 7.77799 33.85642 0.230
## HandRight:ROILPF:Timepoint0.9 8.59368 33.85642 0.254
## HandRight:ROIRPF:Timepoint0.9 14.01621 33.85642 0.414
## HandRight:ROIC4:Timepoint1 6.57301 33.85642 0.194
## HandRight:ROIFz:Timepoint1 -4.58875 33.85642 -0.136
## HandRight:ROILPF:Timepoint1 -3.40934 33.85642 -0.101
## HandRight:ROIRPF:Timepoint1 9.94381 33.85642 0.294
## HandRight:ROIC4:Timepoint1.1 5.66224 33.85642 0.167
## HandRight:ROIFz:Timepoint1.1 -30.77613 33.85642 -0.909
## HandRight:ROILPF:Timepoint1.1 -20.78111 33.85642 -0.614
## HandRight:ROIRPF:Timepoint1.1 11.43754 33.85642 0.338
## HandRight:ROIC4:Timepoint1.2 1.72001 33.85642 0.051
## HandRight:ROIFz:Timepoint1.2 -0.79123 33.85642 -0.023
## HandRight:ROILPF:Timepoint1.2 -6.87879 33.85642 -0.203
## HandRight:ROIRPF:Timepoint1.2 5.27615 33.85642 0.156
## HandRight:ROIC4:Timepoint1.3 3.65732 33.85642 0.108
## HandRight:ROIFz:Timepoint1.3 5.88984 33.85642 0.174
## HandRight:ROILPF:Timepoint1.3 1.66105 33.85642 0.049
## HandRight:ROIRPF:Timepoint1.3 3.51865 33.85642 0.104
## HandRight:ROIC4:Timepoint1.4 7.77642 33.85642 0.230
## HandRight:ROIFz:Timepoint1.4 11.90133 33.85642 0.352
## HandRight:ROILPF:Timepoint1.4 1.72963 33.85642 0.051
## HandRight:ROIRPF:Timepoint1.4 7.02121 33.85642 0.207
## HandRight:ROIC4:Timepoint1.5 7.51613 33.85642 0.222
## HandRight:ROIFz:Timepoint1.5 1.87546 33.85642 0.055
## HandRight:ROILPF:Timepoint1.5 -13.13995 33.85642 -0.388
## HandRight:ROIRPF:Timepoint1.5 5.84289 33.85642 0.173
## HandRight:ROIC4:Timepoint1.6 1.29346 33.85642 0.038
## HandRight:ROIFz:Timepoint1.6 3.95137 33.85642 0.117
## HandRight:ROILPF:Timepoint1.6 -3.87774 33.85642 -0.115
## HandRight:ROIRPF:Timepoint1.6 -2.40773 33.85642 -0.071
## HandRight:ROIC4:Timepoint1.7 3.55023 33.85642 0.105
## HandRight:ROIFz:Timepoint1.7 7.70134 33.85642 0.227
## HandRight:ROILPF:Timepoint1.7 -1.38832 33.85642 -0.041
## HandRight:ROIRPF:Timepoint1.7 4.65453 33.85642 0.137
## HandRight:ROIC4:Timepoint1.8 10.50745 33.85642 0.310
## HandRight:ROIFz:Timepoint1.8 6.30797 33.85642 0.186
## HandRight:ROILPF:Timepoint1.8 0.86619 33.85642 0.026
## HandRight:ROIRPF:Timepoint1.8 7.88479 33.85642 0.233
## HandRight:ROIC4:Timepoint1.9 11.17715 33.85642 0.330
## HandRight:ROIFz:Timepoint1.9 10.02255 33.85642 0.296
## HandRight:ROILPF:Timepoint1.9 -12.08700 33.85642 -0.357
## HandRight:ROIRPF:Timepoint1.9 0.70945 33.85642 0.021
## HandRight:ROIC4:Timepoint2 -8.15916 33.85642 -0.241
## HandRight:ROIFz:Timepoint2 -8.72279 33.85642 -0.258
## HandRight:ROILPF:Timepoint2 -25.31924 33.85642 -0.748
## HandRight:ROIRPF:Timepoint2 -5.62698 33.85642 -0.166
## HandRight:ROIC4:Timepoint2.1 2.59513 33.85642 0.077
## HandRight:ROIFz:Timepoint2.1 2.11147 33.85642 0.062
## HandRight:ROILPF:Timepoint2.1 0.32865 33.85642 0.010
## HandRight:ROIRPF:Timepoint2.1 1.40141 33.85642 0.041
## HandRight:ROIC4:Timepoint2.2 7.47812 33.85642 0.221
## HandRight:ROIFz:Timepoint2.2 5.74368 33.85642 0.170
## HandRight:ROILPF:Timepoint2.2 3.07514 33.85642 0.091
## HandRight:ROIRPF:Timepoint2.2 6.31259 33.85642 0.186
## HandRight:ROIC4:Timepoint2.3 3.28603 33.85642 0.097
## HandRight:ROIFz:Timepoint2.3 6.38502 33.85642 0.189
## HandRight:ROILPF:Timepoint2.3 -1.58731 33.85642 -0.047
## HandRight:ROIRPF:Timepoint2.3 5.54737 33.85642 0.164
## HandRight:ROIC4:Timepoint2.4 -2.06384 33.85642 -0.061
## HandRight:ROIFz:Timepoint2.4 5.47194 33.85642 0.162
## HandRight:ROILPF:Timepoint2.4 -3.19969 33.85642 -0.095
## HandRight:ROIRPF:Timepoint2.4 0.77332 33.85642 0.023
## HandRight:ROIC4:Timepoint2.5 4.97539 33.85642 0.147
## HandRight:ROIFz:Timepoint2.5 0.17838 33.85642 0.005
## HandRight:ROILPF:Timepoint2.5 -0.40483 33.85642 -0.012
## HandRight:ROIRPF:Timepoint2.5 6.28535 33.85642 0.186
## HandRight:ROIC4:Timepoint2.6 12.95917 33.85642 0.383
## HandRight:ROIFz:Timepoint2.6 7.26195 33.85642 0.214
## HandRight:ROILPF:Timepoint2.6 1.46084 33.85642 0.043
## HandRight:ROIRPF:Timepoint2.6 9.30656 33.85642 0.275
## HandRight:ROIC4:Timepoint2.7 6.49750 33.85642 0.192
## HandRight:ROIFz:Timepoint2.7 -6.30313 33.85642 -0.186
## HandRight:ROILPF:Timepoint2.7 -2.29636 33.85642 -0.068
## HandRight:ROIRPF:Timepoint2.7 8.79684 33.85642 0.260
## HandRight:ROIC4:Timepoint2.8 4.60270 33.85642 0.136
## HandRight:ROIFz:Timepoint2.8 -15.79173 33.85642 -0.466
## HandRight:ROILPF:Timepoint2.8 -9.57592 33.85642 -0.283
## HandRight:ROIRPF:Timepoint2.8 5.47214 33.85642 0.162
## HandRight:ROIC4:Timepoint2.9 6.31990 33.85642 0.187
## HandRight:ROIFz:Timepoint2.9 -16.44227 33.85642 -0.486
## HandRight:ROILPF:Timepoint2.9 -5.24607 33.85642 -0.155
## HandRight:ROIRPF:Timepoint2.9 5.12389 33.85642 0.151
## HandRight:ROIC4:Timepoint3 17.78445 33.85642 0.525
## HandRight:ROIFz:Timepoint3 8.30558 33.85642 0.245
## HandRight:ROILPF:Timepoint3 7.12885 33.85642 0.211
## HandRight:ROIRPF:Timepoint3 7.92438 33.85642 0.234
## BlockB5:HandRight:ROIC4:Timepoint0.1 -6.89803 47.88021 -0.144
## BlockB5:HandRight:ROIFz:Timepoint0.1 -4.62689 47.88021 -0.097
## BlockB5:HandRight:ROILPF:Timepoint0.1 -8.47401 47.88021 -0.177
## BlockB5:HandRight:ROIRPF:Timepoint0.1 -2.00486 47.88021 -0.042
## BlockB5:HandRight:ROIC4:Timepoint0.2 -18.82134 47.88021 -0.393
## BlockB5:HandRight:ROIFz:Timepoint0.2 -12.64019 47.88021 -0.264
## BlockB5:HandRight:ROILPF:Timepoint0.2 -16.43035 47.88021 -0.343
## BlockB5:HandRight:ROIRPF:Timepoint0.2 -14.70721 47.88021 -0.307
## BlockB5:HandRight:ROIC4:Timepoint0.3 -7.36640 47.88021 -0.154
## BlockB5:HandRight:ROIFz:Timepoint0.3 -8.05217 47.88021 -0.168
## BlockB5:HandRight:ROILPF:Timepoint0.3 -10.78933 47.88021 -0.225
## BlockB5:HandRight:ROIRPF:Timepoint0.3 -7.62958 47.88021 -0.159
## BlockB5:HandRight:ROIC4:Timepoint0.4 4.28125 47.88021 0.089
## BlockB5:HandRight:ROIFz:Timepoint0.4 12.10525 47.88021 0.253
## BlockB5:HandRight:ROILPF:Timepoint0.4 3.58257 47.88021 0.075
## BlockB5:HandRight:ROIRPF:Timepoint0.4 8.01045 47.88021 0.167
## BlockB5:HandRight:ROIC4:Timepoint0.5 -17.65457 47.88021 -0.369
## BlockB5:HandRight:ROIFz:Timepoint0.5 9.24230 47.88021 0.193
## BlockB5:HandRight:ROILPF:Timepoint0.5 -11.58938 47.88021 -0.242
## BlockB5:HandRight:ROIRPF:Timepoint0.5 -9.88603 47.88021 -0.206
## BlockB5:HandRight:ROIC4:Timepoint0.6 -15.54081 47.88021 -0.325
## BlockB5:HandRight:ROIFz:Timepoint0.6 17.75313 47.88021 0.371
## BlockB5:HandRight:ROILPF:Timepoint0.6 -15.75945 47.88021 -0.329
## BlockB5:HandRight:ROIRPF:Timepoint0.6 -19.33665 47.88021 -0.404
## BlockB5:HandRight:ROIC4:Timepoint0.7 -29.00733 47.88021 -0.606
## BlockB5:HandRight:ROIFz:Timepoint0.7 -16.89580 47.88021 -0.353
## BlockB5:HandRight:ROILPF:Timepoint0.7 -23.67422 47.88021 -0.494
## BlockB5:HandRight:ROIRPF:Timepoint0.7 -22.09683 47.88021 -0.462
## BlockB5:HandRight:ROIC4:Timepoint0.8 -26.42298 47.88021 -0.552
## BlockB5:HandRight:ROIFz:Timepoint0.8 -15.28230 47.88021 -0.319
## BlockB5:HandRight:ROILPF:Timepoint0.8 -36.82051 47.88021 -0.769
## BlockB5:HandRight:ROIRPF:Timepoint0.8 -22.39596 47.88021 -0.468
## BlockB5:HandRight:ROIC4:Timepoint0.9 -21.40259 47.88021 -0.447
## BlockB5:HandRight:ROIFz:Timepoint0.9 -16.00168 47.88021 -0.334
## BlockB5:HandRight:ROILPF:Timepoint0.9 -20.41933 47.88021 -0.426
## BlockB5:HandRight:ROIRPF:Timepoint0.9 -27.29456 47.88021 -0.570
## BlockB5:HandRight:ROIC4:Timepoint1 -11.98777 47.88021 -0.250
## BlockB5:HandRight:ROIFz:Timepoint1 11.62262 47.88021 0.243
## BlockB5:HandRight:ROILPF:Timepoint1 4.02964 47.88021 0.084
## BlockB5:HandRight:ROIRPF:Timepoint1 -15.64081 47.88021 -0.327
## BlockB5:HandRight:ROIC4:Timepoint1.1 -13.40413 47.88021 -0.280
## BlockB5:HandRight:ROIFz:Timepoint1.1 41.40804 47.88021 0.865
## BlockB5:HandRight:ROILPF:Timepoint1.1 31.60580 47.88021 0.660
## BlockB5:HandRight:ROIRPF:Timepoint1.1 -9.01312 47.88021 -0.188
## BlockB5:HandRight:ROIC4:Timepoint1.2 -0.88226 47.88021 -0.018
## BlockB5:HandRight:ROIFz:Timepoint1.2 37.00167 47.88021 0.773
## BlockB5:HandRight:ROILPF:Timepoint1.2 42.61018 47.88021 0.890
## BlockB5:HandRight:ROIRPF:Timepoint1.2 14.09771 47.88021 0.294
## BlockB5:HandRight:ROIC4:Timepoint1.3 -91.63868 47.88021 -1.914
## BlockB5:HandRight:ROIFz:Timepoint1.3 37.04156 47.88021 0.774
## BlockB5:HandRight:ROILPF:Timepoint1.3 23.69731 47.88021 0.495
## BlockB5:HandRight:ROIRPF:Timepoint1.3 4.97120 47.88021 0.104
## BlockB5:HandRight:ROIC4:Timepoint1.4 -16.16405 47.88021 -0.338
## BlockB5:HandRight:ROIFz:Timepoint1.4 10.41074 47.88021 0.217
## BlockB5:HandRight:ROILPF:Timepoint1.4 11.19921 47.88021 0.234
## BlockB5:HandRight:ROIRPF:Timepoint1.4 6.75760 47.88021 0.141
## BlockB5:HandRight:ROIC4:Timepoint1.5 -44.13428 47.88021 -0.922
## BlockB5:HandRight:ROIFz:Timepoint1.5 11.17521 47.88021 0.233
## BlockB5:HandRight:ROILPF:Timepoint1.5 9.44459 47.88021 0.197
## BlockB5:HandRight:ROIRPF:Timepoint1.5 -16.11650 47.88021 -0.337
## BlockB5:HandRight:ROIC4:Timepoint1.6 -18.83247 47.88021 -0.393
## BlockB5:HandRight:ROIFz:Timepoint1.6 -0.51117 47.88021 -0.011
## BlockB5:HandRight:ROILPF:Timepoint1.6 -8.17167 47.88021 -0.171
## BlockB5:HandRight:ROIRPF:Timepoint1.6 -4.62319 47.88021 -0.097
## BlockB5:HandRight:ROIC4:Timepoint1.7 -39.58091 47.88021 -0.827
## BlockB5:HandRight:ROIFz:Timepoint1.7 2.62579 47.88021 0.055
## BlockB5:HandRight:ROILPF:Timepoint1.7 -2.76610 47.88021 -0.058
## BlockB5:HandRight:ROIRPF:Timepoint1.7 -11.93064 47.88021 -0.249
## BlockB5:HandRight:ROIC4:Timepoint1.8 -8.30141 47.88021 -0.173
## BlockB5:HandRight:ROIFz:Timepoint1.8 0.81312 47.88021 0.017
## BlockB5:HandRight:ROILPF:Timepoint1.8 -4.07188 47.88021 -0.085
## BlockB5:HandRight:ROIRPF:Timepoint1.8 -16.16067 47.88021 -0.338
## BlockB5:HandRight:ROIC4:Timepoint1.9 -9.43673 47.88021 -0.197
## BlockB5:HandRight:ROIFz:Timepoint1.9 -2.10022 47.88021 -0.044
## BlockB5:HandRight:ROILPF:Timepoint1.9 10.15341 47.88021 0.212
## BlockB5:HandRight:ROIRPF:Timepoint1.9 0.93879 47.88021 0.020
## BlockB5:HandRight:ROIC4:Timepoint2 88.56299 47.88021 1.850
## BlockB5:HandRight:ROIFz:Timepoint2 15.60730 47.88021 0.326
## BlockB5:HandRight:ROILPF:Timepoint2 16.50615 47.88021 0.345
## BlockB5:HandRight:ROIRPF:Timepoint2 29.46817 47.88021 0.615
## BlockB5:HandRight:ROIC4:Timepoint2.1 84.44871 47.88021 1.764
## BlockB5:HandRight:ROIFz:Timepoint2.1 3.88456 47.88021 0.081
## BlockB5:HandRight:ROILPF:Timepoint2.1 -6.15908 47.88021 -0.129
## BlockB5:HandRight:ROIRPF:Timepoint2.1 18.23928 47.88021 0.381
## BlockB5:HandRight:ROIC4:Timepoint2.2 -12.18647 47.88021 -0.255
## BlockB5:HandRight:ROIFz:Timepoint2.2 -9.42424 47.88021 -0.197
## BlockB5:HandRight:ROILPF:Timepoint2.2 -10.26921 47.88021 -0.214
## BlockB5:HandRight:ROIRPF:Timepoint2.2 -13.91532 47.88021 -0.291
## BlockB5:HandRight:ROIC4:Timepoint2.3 -6.12799 47.88021 -0.128
## BlockB5:HandRight:ROIFz:Timepoint2.3 3.60998 47.88021 0.075
## BlockB5:HandRight:ROILPF:Timepoint2.3 2.00726 47.88021 0.042
## BlockB5:HandRight:ROIRPF:Timepoint2.3 -5.14825 47.88021 -0.108
## BlockB5:HandRight:ROIC4:Timepoint2.4 -12.81643 47.88021 -0.268
## BlockB5:HandRight:ROIFz:Timepoint2.4 -10.44695 47.88021 -0.218
## BlockB5:HandRight:ROILPF:Timepoint2.4 -11.45551 47.88021 -0.239
## BlockB5:HandRight:ROIRPF:Timepoint2.4 2.82396 47.88021 0.059
## BlockB5:HandRight:ROIC4:Timepoint2.5 -19.09696 47.88021 -0.399
## BlockB5:HandRight:ROIFz:Timepoint2.5 -3.40762 47.88021 -0.071
## BlockB5:HandRight:ROILPF:Timepoint2.5 -17.76883 47.88021 -0.371
## BlockB5:HandRight:ROIRPF:Timepoint2.5 -9.00491 47.88021 -0.188
## BlockB5:HandRight:ROIC4:Timepoint2.6 -13.63695 47.88021 -0.285
## BlockB5:HandRight:ROIFz:Timepoint2.6 -6.21679 47.88021 -0.130
## BlockB5:HandRight:ROILPF:Timepoint2.6 -10.86231 47.88021 -0.227
## BlockB5:HandRight:ROIRPF:Timepoint2.6 -4.73297 47.88021 -0.099
## BlockB5:HandRight:ROIC4:Timepoint2.7 -11.57659 47.88021 -0.242
## BlockB5:HandRight:ROIFz:Timepoint2.7 5.31065 47.88021 0.111
## BlockB5:HandRight:ROILPF:Timepoint2.7 0.10878 47.88021 0.002
## BlockB5:HandRight:ROIRPF:Timepoint2.7 -6.48075 47.88021 -0.135
## BlockB5:HandRight:ROIC4:Timepoint2.8 -15.21839 47.88021 -0.318
## BlockB5:HandRight:ROIFz:Timepoint2.8 15.26906 47.88021 0.319
## BlockB5:HandRight:ROILPF:Timepoint2.8 7.36348 47.88021 0.154
## BlockB5:HandRight:ROIRPF:Timepoint2.8 -2.96028 47.88021 -0.062
## BlockB5:HandRight:ROIC4:Timepoint2.9 33.15334 47.88021 0.692
## BlockB5:HandRight:ROIFz:Timepoint2.9 20.02723 47.88021 0.418
## BlockB5:HandRight:ROILPF:Timepoint2.9 -0.25866 47.88021 -0.005
## BlockB5:HandRight:ROIRPF:Timepoint2.9 15.67357 47.88021 0.327
## BlockB5:HandRight:ROIC4:Timepoint3 -16.03691 47.88021 -0.335
## BlockB5:HandRight:ROIFz:Timepoint3 6.85958 47.88021 0.143
## BlockB5:HandRight:ROILPF:Timepoint3 5.94905 47.88021 0.124
## BlockB5:HandRight:ROIRPF: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#Final model Mot/Band ERDS Blocks
#Last button press Block 1
m.mot.alpha2 <- lmer(Alpha ~ Block * Timepoint + (1|Subject), data = motwide_final)
Anova(m.mot.alpha2)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Alpha
## Chisq Df Pr(>Chisq)
## Block 90.295 1 < 2.2e-16 ***
## Timepoint 292.073 30 < 2.2e-16 ***
## Block:Timepoint 140.453 30 3.209e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1m.mot.theta2 <- lmer(Theta ~ Block * Timepoint + (1|Subject), data = motwide_final)
Anova(m.mot.theta2)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Theta
## Chisq Df Pr(>Chisq)
## Block 125.46 1 < 2.2e-16 ***
## Timepoint 685.14 30 < 2.2e-16 ***
## Block:Timepoint 244.81 30 < 2.2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1m.mot.beta2 <- lmer(Beta ~ Block * Hand *Timepoint + (1|Subject), data = motwide_final)
Anova(m.mot.beta2)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Beta
## Chisq Df Pr(>Chisq)
## Block 21.4663 1 3.601e-06 ***
## Hand 11.3654 1 0.0007482 ***
## Timepoint 97.6153 30 4.402e-09 ***
## Block:Hand 2.1205 1 0.1453400
## Block:Timepoint 93.0026 30 2.286e-08 ***
## Hand:Timepoint 56.9823 30 0.0021019 **
## Block:Hand:Timepoint 54.8627 30 0.0036791 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1AIC (m.mot.alpha2, m.mot.theta2, m.mot.beta2)## df AIC
## m.mot.alpha2 64 164711.7
## m.mot.theta2 64 172118.1
## m.mot.beta2 126 170179.0#Posthocs Mot
#Posthocs
emmip(m.mot.alpha2, Block ~ Timepoint)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 15500' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 15500)' or larger];
## but be warned that this may result in large computation time and memory use.## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 15500' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 15500)' or larger];
## but be warned that this may result in large computation time and memory use.
emmeans(m.mot.alpha2, pairwise ~ Block | Timepoint)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 15500' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 15500)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 15500' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 15500)' or larger];
## but be warned that this may result in large computation time and memory use.## $emmeans
## Timepoint = 0:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -17.42 4.33 Inf -25.906 -8.933
## B5 -11.29 4.33 Inf -19.779 -2.806
##
## Timepoint = 0.1:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -16.46 4.33 Inf -24.948 -7.975
## B5 -11.49 4.33 Inf -19.973 -3.000
##
## Timepoint = 0.2:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -19.40 4.33 Inf -27.888 -10.915
## B5 -10.45 4.33 Inf -18.932 -1.959
##
## Timepoint = 0.3:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.69 4.33 Inf -24.176 -7.202
## B5 -11.03 4.33 Inf -19.514 -2.540
##
## Timepoint = 0.4:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -9.37 4.33 Inf -17.858 -0.885
## B5 -13.29 4.33 Inf -21.776 -4.803
##
## Timepoint = 0.5:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -11.37 4.33 Inf -19.853 -2.880
## B5 -14.48 4.33 Inf -22.964 -5.991
##
## Timepoint = 0.6:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -10.27 4.33 Inf -18.761 -1.788
## B5 -13.73 4.33 Inf -22.221 -5.248
##
## Timepoint = 0.7:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -9.70 4.33 Inf -18.182 -1.209
## B5 -10.81 4.33 Inf -19.300 -2.326
##
## Timepoint = 0.8:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -11.17 4.33 Inf -19.660 -2.687
## B5 -16.04 4.33 Inf -24.524 -7.550
##
## Timepoint = 0.9:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -10.67 4.33 Inf -19.161 -2.188
## B5 -18.38 4.33 Inf -26.867 -9.894
##
## Timepoint = 1:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -5.94 4.33 Inf -14.426 2.547
## B5 -10.12 4.33 Inf -18.603 -1.630
##
## Timepoint = 1.1:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 7.52 4.33 Inf -0.962 16.011
## B5 3.36 4.33 Inf -5.122 11.851
##
## Timepoint = 1.2:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 2.30 4.33 Inf -6.191 10.782
## B5 17.06 4.33 Inf 8.571 25.544
##
## Timepoint = 1.3:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -5.59 4.33 Inf -14.073 2.900
## B5 12.85 4.33 Inf 4.368 21.341
##
## Timepoint = 1.4:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -8.18 4.33 Inf -16.662 0.311
## B5 1.17 4.33 Inf -7.312 9.661
##
## Timepoint = 1.5:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -12.31 4.33 Inf -20.796 -3.823
## B5 -2.22 4.33 Inf -10.707 6.267
##
## Timepoint = 1.6:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -14.22 4.33 Inf -22.708 -5.735
## B5 -6.84 4.33 Inf -15.322 1.651
##
## Timepoint = 1.7:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -13.40 4.33 Inf -21.890 -4.916
## B5 -8.59 4.33 Inf -17.078 -0.105
##
## Timepoint = 1.8:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.97 4.33 Inf -24.454 -7.481
## B5 -6.31 4.33 Inf -14.797 2.177
##
## Timepoint = 1.9:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.18 4.33 Inf -23.665 -6.692
## B5 -10.07 4.33 Inf -18.553 -1.580
##
## Timepoint = 2:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.07 4.33 Inf -23.558 -6.585
## B5 -6.56 4.33 Inf -15.043 1.931
##
## Timepoint = 2.1:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.60 4.33 Inf -24.091 -7.118
## B5 -5.08 4.33 Inf -13.562 3.411
##
## Timepoint = 2.2:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -18.25 4.33 Inf -26.735 -9.761
## B5 -6.43 4.33 Inf -14.921 2.053
##
## Timepoint = 2.3:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -14.51 4.33 Inf -23.002 -6.028
## B5 -1.43 4.33 Inf -9.919 7.054
##
## Timepoint = 2.4:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -18.93 4.33 Inf -27.420 -10.447
## B5 2.17 4.33 Inf -6.312 10.661
##
## Timepoint = 2.5:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -18.97 4.33 Inf -27.454 -10.481
## B5 -1.43 4.33 Inf -9.915 7.058
##
## Timepoint = 2.6:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -16.57 4.33 Inf -25.059 -8.086
## B5 -8.30 4.33 Inf -16.784 0.190
##
## Timepoint = 2.7:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -13.06 4.33 Inf -21.549 -4.575
## B5 -3.89 4.33 Inf -12.380 4.593
##
## Timepoint = 2.8:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -11.97 4.33 Inf -20.460 -3.487
## B5 -10.14 4.33 Inf -18.625 -1.652
##
## Timepoint = 2.9:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -8.46 4.33 Inf -16.947 0.026
## B5 26.03 4.33 Inf 17.542 34.516
##
## Timepoint = 3:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -10.79 4.33 Inf -19.280 -2.307
## B5 14.18 4.33 Inf 5.692 22.665
##
## Degrees-of-freedom method: asymptotic
## Confidence level used: 0.95
##
## $contrasts
## Timepoint = 0:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -6.13 4.41 Inf -1.390 0.1644
##
## Timepoint = 0.1:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.98 4.41 Inf -1.129 0.2589
##
## Timepoint = 0.2:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -8.96 4.41 Inf -2.032 0.0421
##
## Timepoint = 0.3:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.66 4.41 Inf -1.058 0.2901
##
## Timepoint = 0.4:
## contrast estimate SE df z.ratio p.value
## B1 - B5 3.92 4.41 Inf 0.889 0.3739
##
## Timepoint = 0.5:
## contrast estimate SE df z.ratio p.value
## B1 - B5 3.11 4.41 Inf 0.706 0.4802
##
## Timepoint = 0.6:
## contrast estimate SE df z.ratio p.value
## B1 - B5 3.46 4.41 Inf 0.785 0.4324
##
## Timepoint = 0.7:
## contrast estimate SE df z.ratio p.value
## B1 - B5 1.12 4.41 Inf 0.254 0.7997
##
## Timepoint = 0.8:
## contrast estimate SE df z.ratio p.value
## B1 - B5 4.86 4.41 Inf 1.104 0.2697
##
## Timepoint = 0.9:
## contrast estimate SE df z.ratio p.value
## B1 - B5 7.71 4.41 Inf 1.749 0.0804
##
## Timepoint = 1:
## contrast estimate SE df z.ratio p.value
## B1 - B5 4.18 4.41 Inf 0.948 0.3431
##
## Timepoint = 1.1:
## contrast estimate SE df z.ratio p.value
## B1 - B5 4.16 4.41 Inf 0.944 0.3452
##
## Timepoint = 1.2:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -14.76 4.41 Inf -3.350 0.0008
##
## Timepoint = 1.3:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -18.44 4.41 Inf -4.185 <.0001
##
## Timepoint = 1.4:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -9.35 4.41 Inf -2.122 0.0339
##
## Timepoint = 1.5:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -10.09 4.41 Inf -2.290 0.0221
##
## Timepoint = 1.6:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -7.39 4.41 Inf -1.676 0.0937
##
## Timepoint = 1.7:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.81 4.41 Inf -1.092 0.2749
##
## Timepoint = 1.8:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -9.66 4.41 Inf -2.192 0.0284
##
## Timepoint = 1.9:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -5.11 4.41 Inf -1.160 0.2460
##
## Timepoint = 2:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -8.52 4.41 Inf -1.932 0.0533
##
## Timepoint = 2.1:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -10.53 4.41 Inf -2.389 0.0169
##
## Timepoint = 2.2:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -11.81 4.41 Inf -2.681 0.0073
##
## Timepoint = 2.3:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -13.08 4.41 Inf -2.969 0.0030
##
## Timepoint = 2.4:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -21.11 4.41 Inf -4.790 <.0001
##
## Timepoint = 2.5:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -17.54 4.41 Inf -3.980 0.0001
##
## Timepoint = 2.6:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -8.28 4.41 Inf -1.878 0.0604
##
## Timepoint = 2.7:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -9.17 4.41 Inf -2.081 0.0375
##
## Timepoint = 2.8:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -1.84 4.41 Inf -0.416 0.6771
##
## Timepoint = 2.9:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -34.49 4.41 Inf -7.827 <.0001
##
## Timepoint = 3:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -24.97 4.41 Inf -5.667 <.0001
##
## Degrees-of-freedom method: asymptoticemmip(m.mot.theta2, Block ~ Timepoint)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 15500' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 15500)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 15500' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 15500)' or larger];
## but be warned that this may result in large computation time and memory use.
emmeans(m.mot.theta2, pairwise ~ Block | Timepoint)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 15500' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 15500)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 15500' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 15500)' or larger];
## but be warned that this may result in large computation time and memory use.## $emmeans
## Timepoint = 0:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -7.3445 5.47 Inf -18.070 3.381
## B5 -3.5603 5.47 Inf -14.286 7.166
##
## Timepoint = 0.1:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -6.5620 5.47 Inf -17.288 4.164
## B5 -5.1095 5.47 Inf -15.835 5.616
##
## Timepoint = 0.2:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -9.6046 5.47 Inf -20.331 1.121
## B5 -3.5165 5.47 Inf -14.242 7.209
##
## Timepoint = 0.3:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -9.7712 5.47 Inf -20.497 0.955
## B5 -4.7332 5.47 Inf -15.459 5.993
##
## Timepoint = 0.4:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -6.3959 5.47 Inf -17.122 4.330
## B5 -9.0702 5.47 Inf -19.796 1.656
##
## Timepoint = 0.5:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -2.0425 5.47 Inf -12.768 8.684
## B5 -9.9407 5.47 Inf -20.667 0.785
##
## Timepoint = 0.6:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -0.0775 5.47 Inf -10.803 10.648
## B5 -5.5219 5.47 Inf -16.248 5.204
##
## Timepoint = 0.7:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -3.4610 5.47 Inf -14.187 7.265
## B5 -2.1779 5.47 Inf -12.904 8.548
##
## Timepoint = 0.8:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -5.6587 5.47 Inf -16.385 5.067
## B5 -9.4195 5.47 Inf -20.145 1.306
##
## Timepoint = 0.9:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -4.8518 5.47 Inf -15.578 5.874
## B5 -11.4354 5.47 Inf -22.161 -0.710
##
## Timepoint = 1:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 2.2676 5.47 Inf -8.458 12.994
## B5 -1.5272 5.47 Inf -12.253 9.199
##
## Timepoint = 1.1:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 17.1061 5.47 Inf 6.380 27.832
## B5 17.7942 5.47 Inf 7.068 28.520
##
## Timepoint = 1.2:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 22.7386 5.47 Inf 12.013 33.465
## B5 43.0914 5.47 Inf 32.365 53.817
##
## Timepoint = 1.3:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 24.0885 5.47 Inf 13.363 34.814
## B5 41.5524 5.47 Inf 30.826 52.278
##
## Timepoint = 1.4:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 19.5134 5.47 Inf 8.787 30.239
## B5 25.4323 5.47 Inf 14.706 36.158
##
## Timepoint = 1.5:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 12.0551 5.47 Inf 1.329 22.781
## B5 17.0776 5.47 Inf 6.352 27.804
##
## Timepoint = 1.6:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 7.4282 5.47 Inf -3.298 18.154
## B5 12.4818 5.47 Inf 1.756 23.208
##
## Timepoint = 1.7:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 2.8891 5.47 Inf -7.837 13.615
## B5 10.4298 5.47 Inf -0.296 21.156
##
## Timepoint = 1.8:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -4.3947 5.47 Inf -15.121 6.331
## B5 7.0311 5.47 Inf -3.695 17.757
##
## Timepoint = 1.9:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -8.0525 5.47 Inf -18.778 2.673
## B5 3.6610 5.47 Inf -7.065 14.387
##
## Timepoint = 2:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -5.6963 5.47 Inf -16.422 5.030
## B5 3.7545 5.47 Inf -6.971 14.480
##
## Timepoint = 2.1:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -0.9644 5.47 Inf -11.690 9.762
## B5 13.1757 5.47 Inf 2.450 23.902
##
## Timepoint = 2.2:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -3.1205 5.47 Inf -13.846 7.605
## B5 11.0947 5.47 Inf 0.369 21.821
##
## Timepoint = 2.3:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -5.0086 5.47 Inf -15.735 5.717
## B5 12.5513 5.47 Inf 1.825 23.277
##
## Timepoint = 2.4:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -9.4091 5.47 Inf -20.135 1.317
## B5 16.7692 5.47 Inf 6.043 27.495
##
## Timepoint = 2.5:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -11.5983 5.47 Inf -22.324 -0.872
## B5 15.0060 5.47 Inf 4.280 25.732
##
## Timepoint = 2.6:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -7.1519 5.47 Inf -17.878 3.574
## B5 7.2718 5.47 Inf -3.454 17.998
##
## Timepoint = 2.7:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -3.7615 5.47 Inf -14.487 6.964
## B5 12.2613 5.47 Inf 1.535 22.987
##
## Timepoint = 2.8:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -2.5671 5.47 Inf -13.293 8.159
## B5 20.5955 5.47 Inf 9.870 31.321
##
## Timepoint = 2.9:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 9.5259 5.47 Inf -1.200 20.252
## B5 81.8204 5.47 Inf 71.094 92.546
##
## Timepoint = 3:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -3.2187 5.47 Inf -13.945 7.507
## B5 39.3860 5.47 Inf 28.660 50.112
##
## Degrees-of-freedom method: asymptotic
## Confidence level used: 0.95
##
## $contrasts
## Timepoint = 0:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -3.784 5.6 Inf -0.676 0.4993
##
## Timepoint = 0.1:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -1.453 5.6 Inf -0.259 0.7954
##
## Timepoint = 0.2:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -6.088 5.6 Inf -1.087 0.2771
##
## Timepoint = 0.3:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -5.038 5.6 Inf -0.899 0.3684
##
## Timepoint = 0.4:
## contrast estimate SE df z.ratio p.value
## B1 - B5 2.674 5.6 Inf 0.477 0.6331
##
## Timepoint = 0.5:
## contrast estimate SE df z.ratio p.value
## B1 - B5 7.898 5.6 Inf 1.410 0.1585
##
## Timepoint = 0.6:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.444 5.6 Inf 0.972 0.3311
##
## Timepoint = 0.7:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -1.283 5.6 Inf -0.229 0.8188
##
## Timepoint = 0.8:
## contrast estimate SE df z.ratio p.value
## B1 - B5 3.761 5.6 Inf 0.671 0.5020
##
## Timepoint = 0.9:
## contrast estimate SE df z.ratio p.value
## B1 - B5 6.584 5.6 Inf 1.175 0.2399
##
## Timepoint = 1:
## contrast estimate SE df z.ratio p.value
## B1 - B5 3.795 5.6 Inf 0.677 0.4981
##
## Timepoint = 1.1:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -0.688 5.6 Inf -0.123 0.9022
##
## Timepoint = 1.2:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -20.353 5.6 Inf -3.634 0.0003
##
## Timepoint = 1.3:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -17.464 5.6 Inf -3.118 0.0018
##
## Timepoint = 1.4:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -5.919 5.6 Inf -1.057 0.2907
##
## Timepoint = 1.5:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -5.023 5.6 Inf -0.897 0.3699
##
## Timepoint = 1.6:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -5.054 5.6 Inf -0.902 0.3670
##
## Timepoint = 1.7:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -7.541 5.6 Inf -1.346 0.1782
##
## Timepoint = 1.8:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -11.426 5.6 Inf -2.040 0.0414
##
## Timepoint = 1.9:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -11.713 5.6 Inf -2.091 0.0365
##
## Timepoint = 2:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -9.451 5.6 Inf -1.687 0.0916
##
## Timepoint = 2.1:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -14.140 5.6 Inf -2.524 0.0116
##
## Timepoint = 2.2:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -14.215 5.6 Inf -2.538 0.0112
##
## Timepoint = 2.3:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -17.560 5.6 Inf -3.135 0.0017
##
## Timepoint = 2.4:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -26.178 5.6 Inf -4.674 <.0001
##
## Timepoint = 2.5:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -26.604 5.6 Inf -4.750 <.0001
##
## Timepoint = 2.6:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -14.424 5.6 Inf -2.575 0.0100
##
## Timepoint = 2.7:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -16.023 5.6 Inf -2.860 0.0042
##
## Timepoint = 2.8:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -23.163 5.6 Inf -4.135 <.0001
##
## Timepoint = 2.9:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -72.295 5.6 Inf -12.906 <.0001
##
## Timepoint = 3:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -42.605 5.6 Inf -7.606 <.0001
##
## Degrees-of-freedom method: asymptoticemmip(m.mot.beta2, Block ~ Timepoint | Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 15500' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 15500)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 15500' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 15500)' or larger];
## but be warned that this may result in large computation time and memory use.
emmeans(m.mot.beta2, pairwise ~ Block | Timepoint | Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 15500' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 15500)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 15500' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 15500)' or larger];
## but be warned that this may result in large computation time and memory use.## $emmeans
## Timepoint = 0, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -17.741 5.97 Inf -29.4396 -6.0429
## B5 -18.197 5.97 Inf -29.8954 -6.4987
##
## Timepoint = 0.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -18.840 5.97 Inf -30.5386 -7.1419
## B5 -13.743 5.97 Inf -25.4411 -2.0444
##
## Timepoint = 0.2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -20.250 5.97 Inf -31.9480 -8.5513
## B5 -11.000 5.97 Inf -22.6981 0.6986
##
## Timepoint = 0.3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -19.034 5.97 Inf -30.7320 -7.3353
## B5 -13.960 5.97 Inf -25.6586 -2.2619
##
## Timepoint = 0.4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -11.946 5.97 Inf -23.6442 -0.2474
## B5 -17.937 5.97 Inf -29.6355 -6.2387
##
## Timepoint = 0.5, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -17.673 5.97 Inf -29.3713 -5.9745
## B5 -16.367 5.97 Inf -28.0656 -4.6689
##
## Timepoint = 0.6, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -14.087 5.97 Inf -25.7856 -2.3888
## B5 -19.180 5.97 Inf -30.8784 -7.4817
##
## Timepoint = 0.7, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.722 5.97 Inf -27.4200 -4.0233
## B5 -13.925 5.97 Inf -25.6236 -2.2269
##
## Timepoint = 0.8, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -9.201 5.97 Inf -20.8993 2.4974
## B5 -15.269 5.97 Inf -26.9672 -3.5705
##
## Timepoint = 0.9, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -10.454 5.97 Inf -22.1526 1.2441
## B5 -17.321 5.97 Inf -29.0190 -5.6222
##
## Timepoint = 1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -10.964 5.97 Inf -22.6620 0.7347
## B5 -16.240 5.97 Inf -27.9388 -4.5420
##
## Timepoint = 1.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 3.902 5.97 Inf -7.7961 15.6006
## B5 -7.402 5.97 Inf -19.1003 4.2965
##
## Timepoint = 1.2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -10.765 5.97 Inf -22.4634 0.9333
## B5 4.921 5.97 Inf -6.7774 16.6194
##
## Timepoint = 1.3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.984 5.97 Inf -27.6825 -4.2858
## B5 33.640 5.97 Inf 21.9420 45.3388
##
## Timepoint = 1.4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -13.431 5.97 Inf -25.1290 -1.7323
## B5 1.761 5.97 Inf -9.9372 13.4595
##
## Timepoint = 1.5, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -16.741 5.97 Inf -28.4390 -5.0423
## B5 -0.832 5.97 Inf -12.5308 10.8659
##
## Timepoint = 1.6, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -17.888 5.97 Inf -29.5863 -6.1896
## B5 -2.858 5.97 Inf -14.5567 8.8400
##
## Timepoint = 1.7, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.838 5.97 Inf -27.5363 -4.1396
## B5 2.998 5.97 Inf -8.7000 14.6967
##
## Timepoint = 1.8, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -14.771 5.97 Inf -26.4689 -3.0722
## B5 -12.974 5.97 Inf -24.6727 -1.2760
##
## Timepoint = 1.9, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -12.276 5.97 Inf -23.9743 -0.5776
## B5 -14.802 5.97 Inf -26.5000 -3.1033
##
## Timepoint = 2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -10.357 5.97 Inf -22.0555 1.3412
## B5 -13.482 5.97 Inf -25.1801 -1.7834
##
## Timepoint = 2.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -19.611 5.97 Inf -31.3096 -7.9128
## B5 -14.829 5.97 Inf -26.5276 -3.1309
##
## Timepoint = 2.2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -20.613 5.97 Inf -32.3118 -8.9151
## B5 -16.097 5.97 Inf -27.7953 -4.3986
##
## Timepoint = 2.3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -24.088 5.97 Inf -35.7865 -12.3898
## B5 -12.495 5.97 Inf -24.1929 -0.7962
##
## Timepoint = 2.4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -19.198 5.97 Inf -30.8968 -7.5001
## B5 -7.797 5.97 Inf -19.4953 3.9014
##
## Timepoint = 2.5, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -18.010 5.97 Inf -29.7080 -6.3112
## B5 -13.785 5.97 Inf -25.4829 -2.0862
##
## Timepoint = 2.6, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.966 5.97 Inf -27.6645 -4.2677
## B5 -14.367 5.97 Inf -26.0653 -2.6686
##
## Timepoint = 2.7, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -12.331 5.97 Inf -24.0292 -0.6325
## B5 -10.785 5.97 Inf -22.4835 0.9132
##
## Timepoint = 2.8, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -2.306 5.97 Inf -14.0043 9.3924
## B5 -12.065 5.97 Inf -23.7630 -0.3663
##
## Timepoint = 2.9, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -11.205 5.97 Inf -22.9035 0.4932
## B5 1.073 5.97 Inf -10.6252 12.7716
##
## Timepoint = 3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -8.366 5.97 Inf -20.0646 3.3321
## B5 21.741 5.97 Inf 10.0422 33.4389
##
## Timepoint = 0, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.518 5.97 Inf -27.2162 -3.8195
## B5 -15.814 5.97 Inf -27.5127 -4.1160
##
## Timepoint = 0.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -12.144 5.97 Inf -23.8420 -0.4453
## B5 -15.951 5.97 Inf -27.6493 -4.2526
##
## Timepoint = 0.2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.198 5.97 Inf -26.8969 -3.5001
## B5 -15.952 5.97 Inf -27.6504 -4.2537
##
## Timepoint = 0.3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -11.871 5.97 Inf -23.5689 -0.1722
## B5 -10.928 5.97 Inf -22.6267 0.7700
##
## Timepoint = 0.4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -6.416 5.97 Inf -18.1144 5.2823
## B5 -7.193 5.97 Inf -18.8909 4.5058
##
## Timepoint = 0.5, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -8.479 5.97 Inf -20.1778 3.2189
## B5 -10.381 5.97 Inf -22.0796 1.3171
##
## Timepoint = 0.6, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -0.847 5.97 Inf -12.5454 10.8513
## B5 -14.809 5.97 Inf -26.5073 -3.1106
##
## Timepoint = 0.7, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 1.313 5.97 Inf -10.3854 13.0114
## B5 -8.688 5.97 Inf -20.3867 3.0101
##
## Timepoint = 0.8, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -8.909 5.97 Inf -20.6075 2.7892
## B5 -13.036 5.97 Inf -24.7342 -1.3375
##
## Timepoint = 0.9, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -8.745 5.97 Inf -20.4432 2.9535
## B5 -14.717 5.97 Inf -26.4158 -3.0191
##
## Timepoint = 1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -4.379 5.97 Inf -16.0770 7.3197
## B5 -14.129 5.97 Inf -25.8277 -2.4310
##
## Timepoint = 1.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -5.628 5.97 Inf -17.3261 6.0706
## B5 -14.191 5.97 Inf -25.8890 -2.4923
##
## Timepoint = 1.2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -4.295 5.97 Inf -15.9934 7.4033
## B5 -4.535 5.97 Inf -16.2335 7.1632
##
## Timepoint = 1.3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -14.362 5.97 Inf -26.0601 -2.6634
## B5 -5.768 5.97 Inf -17.4664 5.9303
##
## Timepoint = 1.4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -7.753 5.97 Inf -19.4512 3.9455
## B5 -10.360 5.97 Inf -22.0588 1.3379
##
## Timepoint = 1.5, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -10.284 5.97 Inf -21.9819 1.4148
## B5 -12.093 5.97 Inf -23.7909 -0.3942
##
## Timepoint = 1.6, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -12.163 5.97 Inf -23.8609 -0.4642
## B5 -8.531 5.97 Inf -20.2295 3.1672
##
## Timepoint = 1.7, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -12.214 5.97 Inf -23.9128 -0.5160
## B5 -11.667 5.97 Inf -23.3658 0.0309
##
## Timepoint = 1.8, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.223 5.97 Inf -26.9209 -3.5242
## B5 -8.788 5.97 Inf -20.4859 2.9108
##
## Timepoint = 1.9, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -13.456 5.97 Inf -25.1540 -1.7573
## B5 -16.918 5.97 Inf -28.6168 -5.2201
##
## Timepoint = 2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -14.867 5.97 Inf -26.5655 -3.1688
## B5 11.407 5.97 Inf -0.2910 23.1057
##
## Timepoint = 2.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.044 5.97 Inf -26.7427 -3.3460
## B5 22.408 5.97 Inf 10.7096 34.1064
##
## Timepoint = 2.2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -12.827 5.97 Inf -24.5256 -1.1288
## B5 -8.343 5.97 Inf -20.0417 3.3550
##
## Timepoint = 2.3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -7.972 5.97 Inf -19.6702 3.7265
## B5 -8.503 5.97 Inf -20.2014 3.1953
##
## Timepoint = 2.4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -12.141 5.97 Inf -23.8394 -0.4427
## B5 -0.100 5.97 Inf -11.7985 11.5982
##
## Timepoint = 2.5, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -6.136 5.97 Inf -17.8343 5.5624
## B5 -1.840 5.97 Inf -13.5386 9.8581
##
## Timepoint = 2.6, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -8.902 5.97 Inf -20.6005 2.7962
## B5 -0.880 5.97 Inf -12.5781 10.8186
##
## Timepoint = 2.7, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -9.142 5.97 Inf -20.8400 2.5567
## B5 -0.364 5.97 Inf -12.0623 11.3344
##
## Timepoint = 2.8, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -9.978 5.97 Inf -21.6763 1.7204
## B5 -7.121 5.97 Inf -18.8195 4.5773
##
## Timepoint = 2.9, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -15.159 5.97 Inf -26.8575 -3.4608
## B5 11.742 5.97 Inf 0.0439 23.4406
##
## Timepoint = 3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -0.176 5.97 Inf -11.8742 11.5225
## B5 11.137 5.97 Inf -0.5618 22.8349
##
## Degrees-of-freedom method: asymptotic
## Confidence level used: 0.95
##
## $contrasts
## Timepoint = 0, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 0.456 7.52 Inf 0.061 0.9516
##
## Timepoint = 0.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -5.098 7.52 Inf -0.678 0.4976
##
## Timepoint = 0.2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -9.250 7.52 Inf -1.231 0.2184
##
## Timepoint = 0.3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -5.073 7.52 Inf -0.675 0.4997
##
## Timepoint = 0.4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.991 7.52 Inf 0.797 0.4254
##
## Timepoint = 0.5, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -1.306 7.52 Inf -0.174 0.8621
##
## Timepoint = 0.6, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.093 7.52 Inf 0.678 0.4980
##
## Timepoint = 0.7, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -1.796 7.52 Inf -0.239 0.8111
##
## Timepoint = 0.8, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 6.068 7.52 Inf 0.807 0.4195
##
## Timepoint = 0.9, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 6.866 7.52 Inf 0.914 0.3609
##
## Timepoint = 1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.277 7.52 Inf 0.702 0.4826
##
## Timepoint = 1.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 11.304 7.52 Inf 1.504 0.1326
##
## Timepoint = 1.2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -15.686 7.52 Inf -2.087 0.0369
##
## Timepoint = 1.3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -49.625 7.52 Inf -6.603 <.0001
##
## Timepoint = 1.4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -15.192 7.52 Inf -2.021 0.0432
##
## Timepoint = 1.5, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -15.908 7.52 Inf -2.117 0.0343
##
## Timepoint = 1.6, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -15.030 7.52 Inf -2.000 0.0455
##
## Timepoint = 1.7, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -18.836 7.52 Inf -2.506 0.0122
##
## Timepoint = 1.8, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -1.796 7.52 Inf -0.239 0.8111
##
## Timepoint = 1.9, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 2.526 7.52 Inf 0.336 0.7368
##
## Timepoint = 2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 3.125 7.52 Inf 0.416 0.6776
##
## Timepoint = 2.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.782 7.52 Inf -0.636 0.5246
##
## Timepoint = 2.2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.516 7.52 Inf -0.601 0.5479
##
## Timepoint = 2.3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -11.594 7.52 Inf -1.543 0.1229
##
## Timepoint = 2.4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -11.402 7.52 Inf -1.517 0.1293
##
## Timepoint = 2.5, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.225 7.52 Inf -0.562 0.5740
##
## Timepoint = 2.6, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -1.599 7.52 Inf -0.213 0.8315
##
## Timepoint = 2.7, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -1.546 7.52 Inf -0.206 0.8371
##
## Timepoint = 2.8, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 9.759 7.52 Inf 1.298 0.1941
##
## Timepoint = 2.9, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -12.278 7.52 Inf -1.634 0.1023
##
## Timepoint = 3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -30.107 7.52 Inf -4.006 0.0001
##
## Timepoint = 0, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 0.296 7.52 Inf 0.039 0.9685
##
## Timepoint = 0.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 3.807 7.52 Inf 0.507 0.6124
##
## Timepoint = 0.2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 0.754 7.52 Inf 0.100 0.9201
##
## Timepoint = 0.3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -0.942 7.52 Inf -0.125 0.9002
##
## Timepoint = 0.4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 0.776 7.52 Inf 0.103 0.9177
##
## Timepoint = 0.5, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 1.902 7.52 Inf 0.253 0.8002
##
## Timepoint = 0.6, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 13.962 7.52 Inf 1.858 0.0632
##
## Timepoint = 0.7, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 10.001 7.52 Inf 1.331 0.1833
##
## Timepoint = 0.8, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 4.127 7.52 Inf 0.549 0.5830
##
## Timepoint = 0.9, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.973 7.52 Inf 0.795 0.4268
##
## Timepoint = 1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 9.751 7.52 Inf 1.297 0.1945
##
## Timepoint = 1.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 8.563 7.52 Inf 1.139 0.2546
##
## Timepoint = 1.2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 0.240 7.52 Inf 0.032 0.9745
##
## Timepoint = 1.3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -8.594 7.52 Inf -1.143 0.2529
##
## Timepoint = 1.4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 2.608 7.52 Inf 0.347 0.7286
##
## Timepoint = 1.5, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 1.809 7.52 Inf 0.241 0.8098
##
## Timepoint = 1.6, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -3.631 7.52 Inf -0.483 0.6290
##
## Timepoint = 1.7, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -0.547 7.52 Inf -0.073 0.9420
##
## Timepoint = 1.8, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -6.435 7.52 Inf -0.856 0.3919
##
## Timepoint = 1.9, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 3.463 7.52 Inf 0.461 0.6450
##
## Timepoint = 2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -26.274 7.52 Inf -3.496 0.0005
##
## Timepoint = 2.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -37.452 7.52 Inf -4.983 <.0001
##
## Timepoint = 2.2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.484 7.52 Inf -0.597 0.5508
##
## Timepoint = 2.3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 0.531 7.52 Inf 0.071 0.9437
##
## Timepoint = 2.4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -12.041 7.52 Inf -1.602 0.1091
##
## Timepoint = 2.5, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.296 7.52 Inf -0.572 0.5676
##
## Timepoint = 2.6, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -8.022 7.52 Inf -1.067 0.2858
##
## Timepoint = 2.7, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -8.778 7.52 Inf -1.168 0.2428
##
## Timepoint = 2.8, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -2.857 7.52 Inf -0.380 0.7039
##
## Timepoint = 2.9, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -26.901 7.52 Inf -3.579 0.0003
##
## Timepoint = 3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -11.312 7.52 Inf -1.505 0.1323
##
## Degrees-of-freedom method: asymptotic#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
## ROIC4 -7.45412 23.39818 -0.319
## ROIFz 4.44136 23.39818 0.190
## ROILPF -0.65292 23.39818 -0.028
## ROIRPF -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:ROIC4 2.02131 33.09002 0.061
## BlockB5:ROIFz -4.03076 33.09002 -0.122
## BlockB5:ROILPF -3.77421 33.09002 -0.114
## BlockB5:ROIRPF -2.20837 33.09002 -0.067
## HandRight:ROIC4 14.35012 33.09002 0.434
## HandRight:ROIFz 3.48318 33.09002 0.105
## HandRight:ROILPF 3.01819 33.09002 0.091
## HandRight:ROIRPF 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
## ROIC4:Timepoint0 10.12802 33.09002 0.306
## ROIFz:Timepoint0 6.16963 33.09002 0.186
## ROILPF:Timepoint0 1.97214 33.09002 0.060
## ROIRPF:Timepoint0 1.47378 33.09002 0.045
## ROIC4:Timepoint0.1 15.98567 33.09002 0.483
## ROIFz:Timepoint0.1 -3.59943 33.09002 -0.109
## ROILPF:Timepoint0.1 -10.48032 33.09002 -0.317
## ROIRPF:Timepoint0.1 -7.44358 33.09002 -0.225
## ROIC4:Timepoint0.2 7.38138 33.09002 0.223
## ROIFz:Timepoint0.2 5.69186 33.09002 0.172
## ROILPF:Timepoint0.2 7.69082 33.09002 0.232
## ROIRPF:Timepoint0.2 -1.05343 33.09002 -0.032
## ROIC4:Timepoint0.3 14.79932 33.09002 0.447
## ROIFz:Timepoint0.3 0.75060 33.09002 0.023
## ROILPF:Timepoint0.3 0.38929 33.09002 0.012
## ROIRPF:Timepoint0.3 4.46317 33.09002 0.135
## ROIC4:Timepoint0.4 7.44721 33.09002 0.225
## ROIFz:Timepoint0.4 0.60758 33.09002 0.018
## ROILPF:Timepoint0.4 -0.88315 33.09002 -0.027
## ROIRPF:Timepoint0.4 1.76802 33.09002 0.053
## ROIC4:Timepoint0.5 1.15519 33.09002 0.035
## ROIFz:Timepoint0.5 -7.20567 33.09002 -0.218
## ROILPF:Timepoint0.5 -16.11942 33.09002 -0.487
## ROIRPF:Timepoint0.5 -3.32200 33.09002 -0.100
## ROIC4:Timepoint0.6 -12.55648 33.09002 -0.379
## ROIFz:Timepoint0.6 -19.41656 33.09002 -0.587
## ROILPF:Timepoint0.6 -26.53092 33.09002 -0.802
## ROIRPF:Timepoint0.6 -11.18969 33.09002 -0.338
## ROIC4:Timepoint0.7 5.64683 33.09002 0.171
## ROIFz:Timepoint0.7 -1.06944 33.09002 -0.032
## ROILPF:Timepoint0.7 -8.95389 33.09002 -0.271
## ROIRPF:Timepoint0.7 -4.07984 33.09002 -0.123
## ROIC4:Timepoint0.8 12.41620 33.09002 0.375
## ROIFz:Timepoint0.8 5.60065 33.09002 0.169
## ROILPF:Timepoint0.8 1.27843 33.09002 0.039
## ROIRPF:Timepoint0.8 -0.27602 33.09002 -0.008
## ROIC4:Timepoint0.9 16.16975 33.09002 0.489
## ROIFz:Timepoint0.9 1.32582 33.09002 0.040
## ROILPF:Timepoint0.9 -5.17543 33.09002 -0.156
## ROIRPF:Timepoint0.9 2.10148 33.09002 0.064
## ROIC4:Timepoint1 2.50392 33.09002 0.076
## ROIFz:Timepoint1 -11.28365 33.09002 -0.341
## ROILPF:Timepoint1 -12.25293 33.09002 -0.370
## ROIRPF:Timepoint1 -6.22902 33.09002 -0.188
## ROIC4:Timepoint1.1 -2.37431 33.09002 -0.072
## ROIFz:Timepoint1.1 0.74148 33.09002 0.022
## ROILPF:Timepoint1.1 3.50625 33.09002 0.106
## ROIRPF:Timepoint1.1 -1.02795 33.09002 -0.031
## ROIC4:Timepoint1.2 7.33970 33.09002 0.222
## ROIFz:Timepoint1.2 11.52214 33.09002 0.348
## ROILPF:Timepoint1.2 2.21544 33.09002 0.067
## ROIRPF:Timepoint1.2 2.47625 33.09002 0.075
## ROIC4:Timepoint1.3 3.98571 33.09002 0.120
## ROIFz:Timepoint1.3 -7.52416 33.09002 -0.227
## ROILPF:Timepoint1.3 -11.94200 33.09002 -0.361
## ROIRPF:Timepoint1.3 0.31836 33.09002 0.010
## ROIC4:Timepoint1.4 18.09491 33.09002 0.547
## ROIFz:Timepoint1.4 -2.88210 33.09002 -0.087
## ROILPF:Timepoint1.4 16.02944 33.09002 0.484
## ROIRPF:Timepoint1.4 15.20391 33.09002 0.459
## ROIC4:Timepoint1.5 11.65055 33.09002 0.352
## ROIFz:Timepoint1.5 -0.82188 33.09002 -0.025
## ROILPF:Timepoint1.5 11.30048 33.09002 0.342
## ROIRPF:Timepoint1.5 8.10460 33.09002 0.245
## ROIC4:Timepoint1.6 11.15121 33.09002 0.337
## ROIFz:Timepoint1.6 3.19759 33.09002 0.097
## ROILPF:Timepoint1.6 7.17224 33.09002 0.217
## ROIRPF:Timepoint1.6 5.19495 33.09002 0.157
## ROIC4:Timepoint1.7 3.91397 33.09002 0.118
## ROIFz:Timepoint1.7 1.07761 33.09002 0.033
## ROILPF:Timepoint1.7 2.14461 33.09002 0.065
## ROIRPF:Timepoint1.7 1.96046 33.09002 0.059
## ROIC4:Timepoint1.8 8.63450 33.09002 0.261
## ROIFz:Timepoint1.8 -4.98756 33.09002 -0.151
## ROILPF:Timepoint1.8 -1.41023 33.09002 -0.043
## ROIRPF:Timepoint1.8 5.33471 33.09002 0.161
## ROIC4:Timepoint1.9 9.34217 33.09002 0.282
## ROIFz:Timepoint1.9 2.88094 33.09002 0.087
## ROILPF:Timepoint1.9 9.45595 33.09002 0.286
## ROIRPF:Timepoint1.9 0.09950 33.09002 0.003
## ROIC4:Timepoint2 8.39080 33.09002 0.254
## ROIFz:Timepoint2 -11.49888 33.09002 -0.348
## ROILPF:Timepoint2 -8.27698 33.09002 -0.250
## ROIRPF:Timepoint2 -4.14589 33.09002 -0.125
## ROIC4:Timepoint2.1 14.98535 33.09002 0.453
## ROIFz:Timepoint2.1 1.63504 33.09002 0.049
## ROILPF:Timepoint2.1 5.21879 33.09002 0.158
## ROIRPF:Timepoint2.1 1.72748 33.09002 0.052
## ROIC4:Timepoint2.2 14.76144 33.09002 0.446
## ROIFz:Timepoint2.2 -2.54013 33.09002 -0.077
## ROILPF:Timepoint2.2 -0.35843 33.09002 -0.011
## ROIRPF:Timepoint2.2 2.17139 33.09002 0.066
## ROIC4:Timepoint2.3 6.36182 33.09002 0.192
## ROIFz:Timepoint2.3 8.50809 33.09002 0.257
## ROILPF:Timepoint2.3 6.90811 33.09002 0.209
## ROIRPF:Timepoint2.3 2.80873 33.09002 0.085
## ROIC4:Timepoint2.4 -13.28276 33.09002 -0.401
## ROIFz:Timepoint2.4 -18.02951 33.09002 -0.545
## ROILPF:Timepoint2.4 77.30961 33.09002 2.336
## ROIRPF:Timepoint2.4 34.96219 33.09002 1.057
## ROIC4:Timepoint2.5 6.63613 33.09002 0.201
## ROIFz:Timepoint2.5 -14.24265 33.09002 -0.430
## ROILPF:Timepoint2.5 10.88981 33.09002 0.329
## ROIRPF:Timepoint2.5 19.73853 33.09002 0.597
## BlockB5:HandRight:ROIC4 -12.12508 46.79636 -0.259
## BlockB5:HandRight:ROIFz -6.13366 46.79636 -0.131
## BlockB5:HandRight:ROILPF -2.89156 46.79636 -0.062
## BlockB5:HandRight:ROIRPF -0.96387 46.79636 -0.021
## BlockB5:HandRight:Timepoint0 -11.79331 46.79636 -0.252
## BlockB5:HandRight:Timepoint0.1 22.99394 46.79636 0.491
## BlockB5:HandRight:Timepoint0.2 6.14548 46.79636 0.131
## BlockB5:HandRight:Timepoint0.3 8.00398 46.79636 0.171
## BlockB5:HandRight:Timepoint0.4 -0.21540 46.79636 -0.005
## BlockB5:HandRight:Timepoint0.5 22.04811 46.79636 0.471
## BlockB5:HandRight:Timepoint0.6 25.92814 46.79636 0.554
## BlockB5:HandRight:Timepoint0.7 16.03229 46.79636 0.343
## BlockB5:HandRight:Timepoint0.8 4.55383 46.79636 0.097
## BlockB5:HandRight:Timepoint0.9 -6.51248 46.79636 -0.139
## BlockB5:HandRight:Timepoint1 -20.81786 46.79636 -0.445
## BlockB5:HandRight:Timepoint1.1 5.97790 46.79636 0.128
## BlockB5:HandRight:Timepoint1.2 20.69627 46.79636 0.442
## BlockB5:HandRight:Timepoint1.3 13.61114 46.79636 0.291
## BlockB5:HandRight:Timepoint1.4 -0.67091 46.79636 -0.014
## BlockB5:HandRight:Timepoint1.5 -9.35095 46.79636 -0.200
## BlockB5:HandRight:Timepoint1.6 15.53670 46.79636 0.332
## BlockB5:HandRight:Timepoint1.7 9.59645 46.79636 0.205
## BlockB5:HandRight:Timepoint1.8 -2.42658 46.79636 -0.052
## BlockB5:HandRight:Timepoint1.9 31.86369 46.79636 0.681
## BlockB5:HandRight:Timepoint2 35.50147 46.79636 0.759
## BlockB5:HandRight:Timepoint2.1 35.14377 46.79636 0.751
## BlockB5:HandRight:Timepoint2.2 24.54791 46.79636 0.525
## BlockB5:HandRight:Timepoint2.3 15.92265 46.79636 0.340
## BlockB5:HandRight:Timepoint2.4 23.30759 46.79636 0.498
## BlockB5:HandRight:Timepoint2.5 25.79807 46.79636 0.551
## BlockB5:ROIC4:Timepoint0 -3.12497 46.79636 -0.067
## BlockB5:ROIFz:Timepoint0 -6.10794 46.79636 -0.131
## BlockB5:ROILPF:Timepoint0 -2.15094 46.79636 -0.046
## BlockB5:ROIRPF:Timepoint0 0.55586 46.79636 0.012
## BlockB5:ROIC4:Timepoint0.1 -7.11164 46.79636 -0.152
## BlockB5:ROIFz:Timepoint0.1 7.28989 46.79636 0.156
## BlockB5:ROILPF:Timepoint0.1 13.32273 46.79636 0.285
## BlockB5:ROIRPF:Timepoint0.1 14.58772 46.79636 0.312
## BlockB5:ROIC4:Timepoint0.2 1.60567 46.79636 0.034
## BlockB5:ROIFz:Timepoint0.2 6.51376 46.79636 0.139
## BlockB5:ROILPF:Timepoint0.2 0.15627 46.79636 0.003
## BlockB5:ROIRPF:Timepoint0.2 9.43821 46.79636 0.202
## BlockB5:ROIC4:Timepoint0.3 -12.22474 46.79636 -0.261
## BlockB5:ROIFz:Timepoint0.3 -4.18001 46.79636 -0.089
## BlockB5:ROILPF:Timepoint0.3 -0.58147 46.79636 -0.012
## BlockB5:ROIRPF:Timepoint0.3 1.61323 46.79636 0.034
## BlockB5:ROIC4:Timepoint0.4 -2.86687 46.79636 -0.061
## BlockB5:ROIFz:Timepoint0.4 -9.00532 46.79636 -0.192
## BlockB5:ROILPF:Timepoint0.4 -3.52504 46.79636 -0.075
## BlockB5:ROIRPF:Timepoint0.4 1.67292 46.79636 0.036
## BlockB5:ROIC4:Timepoint0.5 -2.70089 46.79636 -0.058
## BlockB5:ROIFz:Timepoint0.5 -15.15391 46.79636 -0.324
## BlockB5:ROILPF:Timepoint0.5 -1.76752 46.79636 -0.038
## BlockB5:ROIRPF:Timepoint0.5 -6.90886 46.79636 -0.148
## BlockB5:ROIC4:Timepoint0.6 4.87700 46.79636 0.104
## BlockB5:ROIFz:Timepoint0.6 -11.79072 46.79636 -0.252
## BlockB5:ROILPF:Timepoint0.6 -0.82889 46.79636 -0.018
## BlockB5:ROIRPF:Timepoint0.6 -0.70579 46.79636 -0.015
## BlockB5:ROIC4:Timepoint0.7 -27.83202 46.79636 -0.595
## BlockB5:ROIFz:Timepoint0.7 -32.72649 46.79636 -0.699
## BlockB5:ROILPF:Timepoint0.7 -23.22225 46.79636 -0.496
## BlockB5:ROIRPF:Timepoint0.7 -11.92058 46.79636 -0.255
## BlockB5:ROIC4:Timepoint0.8 -31.48552 46.79636 -0.673
## BlockB5:ROIFz:Timepoint0.8 -36.24747 46.79636 -0.775
## BlockB5:ROILPF:Timepoint0.8 -32.59423 46.79636 -0.697
## BlockB5:ROIRPF:Timepoint0.8 -16.49693 46.79636 -0.353
## BlockB5:ROIC4:Timepoint0.9 -13.99419 46.79636 -0.299
## BlockB5:ROIFz:Timepoint0.9 -28.82297 46.79636 -0.616
## BlockB5:ROILPF:Timepoint0.9 -22.90645 46.79636 -0.489
## BlockB5:ROIRPF:Timepoint0.9 -13.10002 46.79636 -0.280
## BlockB5:ROIC4:Timepoint1 -19.52337 46.79636 -0.417
## BlockB5:ROIFz:Timepoint1 -35.35135 46.79636 -0.755
## BlockB5:ROILPF:Timepoint1 -26.34887 46.79636 -0.563
## BlockB5:ROIRPF:Timepoint1 -20.03315 46.79636 -0.428
## BlockB5:ROIC4:Timepoint1.1 26.09961 46.79636 0.558
## BlockB5:ROIFz:Timepoint1.1 -37.32942 46.79636 -0.798
## BlockB5:ROILPF:Timepoint1.1 -26.10329 46.79636 -0.558
## BlockB5:ROIRPF:Timepoint1.1 -6.45565 46.79636 -0.138
## BlockB5:ROIC4:Timepoint1.2 133.71064 46.79636 2.857
## BlockB5:ROIFz:Timepoint1.2 -25.46864 46.79636 -0.544
## BlockB5:ROILPF:Timepoint1.2 -20.49059 46.79636 -0.438
## BlockB5:ROIRPF:Timepoint1.2 24.03845 46.79636 0.514
## BlockB5:ROIC4:Timepoint1.3 64.32770 46.79636 1.375
## BlockB5:ROIFz:Timepoint1.3 -2.32965 46.79636 -0.050
## BlockB5:ROILPF:Timepoint1.3 4.62773 46.79636 0.099
## BlockB5:ROIRPF:Timepoint1.3 15.09358 46.79636 0.323
## BlockB5:ROIC4:Timepoint1.4 22.58126 46.79636 0.483
## BlockB5:ROIFz:Timepoint1.4 -17.94576 46.79636 -0.383
## BlockB5:ROILPF:Timepoint1.4 -32.94994 46.79636 -0.704
## BlockB5:ROIRPF:Timepoint1.4 -10.13491 46.79636 -0.217
## BlockB5:ROIC4:Timepoint1.5 19.93334 46.79636 0.426
## BlockB5:ROIFz:Timepoint1.5 -45.44511 46.79636 -0.971
## BlockB5:ROILPF:Timepoint1.5 -42.84639 46.79636 -0.916
## BlockB5:ROIRPF:Timepoint1.5 -14.97101 46.79636 -0.320
## BlockB5:ROIC4:Timepoint1.6 -2.14398 46.79636 -0.046
## BlockB5:ROIFz:Timepoint1.6 -45.70671 46.79636 -0.977
## BlockB5:ROILPF:Timepoint1.6 -27.54899 46.79636 -0.589
## BlockB5:ROIRPF:Timepoint1.6 -6.77878 46.79636 -0.145
## BlockB5:ROIC4:Timepoint1.7 20.34615 46.79636 0.435
## BlockB5:ROIFz:Timepoint1.7 -33.02884 46.79636 -0.706
## BlockB5:ROILPF:Timepoint1.7 -18.76370 46.79636 -0.401
## BlockB5:ROIRPF:Timepoint1.7 -6.09594 46.79636 -0.130
## BlockB5:ROIC4:Timepoint1.8 15.69226 46.79636 0.335
## BlockB5:ROIFz:Timepoint1.8 -19.41584 46.79636 -0.415
## BlockB5:ROILPF:Timepoint1.8 -11.74230 46.79636 -0.251
## BlockB5:ROIRPF:Timepoint1.8 -8.86297 46.79636 -0.189
## BlockB5:ROIC4:Timepoint1.9 23.14157 46.79636 0.495
## BlockB5:ROIFz:Timepoint1.9 -20.69088 46.79636 -0.442
## BlockB5:ROILPF:Timepoint1.9 -22.39467 46.79636 -0.479
## BlockB5:ROIRPF:Timepoint1.9 4.05009 46.79636 0.087
## BlockB5:ROIC4:Timepoint2 9.64810 46.79636 0.206
## BlockB5:ROIFz:Timepoint2 -0.34698 46.79636 -0.007
## BlockB5:ROILPF:Timepoint2 -8.77422 46.79636 -0.187
## BlockB5:ROIRPF:Timepoint2 13.42572 46.79636 0.287
## BlockB5:ROIC4:Timepoint2.1 -8.33966 46.79636 -0.178
## BlockB5:ROIFz:Timepoint2.1 -23.76789 46.79636 -0.508
## BlockB5:ROILPF:Timepoint2.1 -21.48718 46.79636 -0.459
## BlockB5:ROIRPF:Timepoint2.1 -5.12828 46.79636 -0.110
## BlockB5:ROIC4:Timepoint2.2 5.25890 46.79636 0.112
## BlockB5:ROIFz:Timepoint2.2 -18.84252 46.79636 -0.403
## BlockB5:ROILPF:Timepoint2.2 -17.31702 46.79636 -0.370
## BlockB5:ROIRPF:Timepoint2.2 -1.39757 46.79636 -0.030
## BlockB5:ROIC4:Timepoint2.3 -0.46526 46.79636 -0.010
## BlockB5:ROIFz:Timepoint2.3 -29.87859 46.79636 -0.638
## BlockB5:ROILPF:Timepoint2.3 -17.55427 46.79636 -0.375
## BlockB5:ROIRPF:Timepoint2.3 -4.01371 46.79636 -0.086
## BlockB5:ROIC4:Timepoint2.4 37.28405 46.79636 0.797
## BlockB5:ROIFz:Timepoint2.4 0.70948 46.79636 0.015
## BlockB5:ROILPF:Timepoint2.4 -58.37855 46.79636 -1.248
## BlockB5:ROIRPF:Timepoint2.4 -18.73851 46.79636 -0.400
## BlockB5:ROIC4:Timepoint2.5 29.02376 46.79636 0.620
## BlockB5:ROIFz:Timepoint2.5 -5.67308 46.79636 -0.121
## BlockB5:ROILPF:Timepoint2.5 -17.10834 46.79636 -0.366
## BlockB5:ROIRPF:Timepoint2.5 -3.32361 46.79636 -0.071
## HandRight:ROIC4:Timepoint0 -14.96409 46.79636 -0.320
## HandRight:ROIFz:Timepoint0 -16.93998 46.79636 -0.362
## HandRight:ROILPF:Timepoint0 -13.79342 46.79636 -0.295
## HandRight:ROIRPF:Timepoint0 -5.25064 46.79636 -0.112
## HandRight:ROIC4:Timepoint0.1 -15.36405 46.79636 -0.328
## HandRight:ROIFz:Timepoint0.1 -3.29159 46.79636 -0.070
## HandRight:ROILPF:Timepoint0.1 7.87546 46.79636 0.168
## HandRight:ROIRPF:Timepoint0.1 0.98887 46.79636 0.021
## HandRight:ROIC4:Timepoint0.2 -6.76251 46.79636 -0.145
## HandRight:ROIFz:Timepoint0.2 -2.79000 46.79636 -0.060
## HandRight:ROILPF:Timepoint0.2 7.85723 46.79636 0.168
## HandRight:ROIRPF:Timepoint0.2 4.31629 46.79636 0.092
## HandRight:ROIC4:Timepoint0.3 -16.78178 46.79636 -0.359
## HandRight:ROIFz:Timepoint0.3 5.97697 46.79636 0.128
## HandRight:ROILPF:Timepoint0.3 9.13891 46.79636 0.195
## HandRight:ROIRPF:Timepoint0.3 -5.35925 46.79636 -0.115
## HandRight:ROIC4:Timepoint0.4 -8.50111 46.79636 -0.182
## HandRight:ROIFz:Timepoint0.4 5.51478 46.79636 0.118
## HandRight:ROILPF:Timepoint0.4 4.22333 46.79636 0.090
## HandRight:ROIRPF:Timepoint0.4 4.29700 46.79636 0.092
## HandRight:ROIC4:Timepoint0.5 -4.30773 46.79636 -0.092
## HandRight:ROIFz:Timepoint0.5 4.83776 46.79636 0.103
## HandRight:ROILPF:Timepoint0.5 15.36030 46.79636 0.328
## HandRight:ROIRPF:Timepoint0.5 4.62081 46.79636 0.099
## HandRight:ROIC4:Timepoint0.6 33.87016 46.79636 0.724
## HandRight:ROIFz:Timepoint0.6 -9.70102 46.79636 -0.207
## HandRight:ROILPF:Timepoint0.6 7.55919 46.79636 0.162
## HandRight:ROIRPF:Timepoint0.6 6.82853 46.79636 0.146
## HandRight:ROIC4:Timepoint0.7 17.36208 46.79636 0.371
## HandRight:ROIFz:Timepoint0.7 -9.87925 46.79636 -0.211
## HandRight:ROILPF:Timepoint0.7 8.14146 46.79636 0.174
## HandRight:ROIRPF:Timepoint0.7 10.88013 46.79636 0.232
## HandRight:ROIC4:Timepoint0.8 -0.22660 46.79636 -0.005
## HandRight:ROIFz:Timepoint0.8 -4.59981 46.79636 -0.098
## HandRight:ROILPF:Timepoint0.8 4.22212 46.79636 0.090
## HandRight:ROIRPF:Timepoint0.8 8.80562 46.79636 0.188
## HandRight:ROIC4:Timepoint0.9 -9.98223 46.79636 -0.213
## HandRight:ROIFz:Timepoint0.9 0.13082 46.79636 0.003
## HandRight:ROILPF:Timepoint0.9 -2.03107 46.79636 -0.043
## HandRight:ROIRPF:Timepoint0.9 -0.80474 46.79636 -0.017
## HandRight:ROIC4:Timepoint1 19.45378 46.79636 0.416
## HandRight:ROIFz:Timepoint1 -10.61359 46.79636 -0.227
## HandRight:ROILPF:Timepoint1 -9.68441 46.79636 -0.207
## HandRight:ROIRPF:Timepoint1 3.49848 46.79636 0.075
## HandRight:ROIC4:Timepoint1.1 -14.08722 46.79636 -0.301
## HandRight:ROIFz:Timepoint1.1 -24.87101 46.79636 -0.531
## HandRight:ROILPF:Timepoint1.1 -19.13838 46.79636 -0.409
## HandRight:ROIRPF:Timepoint1.1 -8.62086 46.79636 -0.184
## HandRight:ROIC4:Timepoint1.2 -17.87525 46.79636 -0.382
## HandRight:ROIFz:Timepoint1.2 -25.47341 46.79636 -0.544
## HandRight:ROILPF:Timepoint1.2 -3.75900 46.79636 -0.080
## HandRight:ROIRPF:Timepoint1.2 -4.67115 46.79636 -0.100
## HandRight:ROIC4:Timepoint1.3 8.17171 46.79636 0.175
## HandRight:ROIFz:Timepoint1.3 -5.24395 46.79636 -0.112
## HandRight:ROILPF:Timepoint1.3 16.46662 46.79636 0.352
## HandRight:ROIRPF:Timepoint1.3 3.95172 46.79636 0.084
## HandRight:ROIC4:Timepoint1.4 -28.12204 46.79636 -0.601
## HandRight:ROIFz:Timepoint1.4 -23.19239 46.79636 -0.496
## HandRight:ROILPF:Timepoint1.4 -24.36970 46.79636 -0.521
## HandRight:ROIRPF:Timepoint1.4 -20.33750 46.79636 -0.435
## HandRight:ROIC4:Timepoint1.5 -26.55834 46.79636 -0.568
## HandRight:ROIFz:Timepoint1.5 -21.14635 46.79636 -0.452
## HandRight:ROILPF:Timepoint1.5 -4.41893 46.79636 -0.094
## HandRight:ROIRPF:Timepoint1.5 -13.02967 46.79636 -0.278
## HandRight:ROIC4:Timepoint1.6 -17.31354 46.79636 -0.370
## HandRight:ROIFz:Timepoint1.6 -14.65321 46.79636 -0.313
## HandRight:ROILPF:Timepoint1.6 0.74375 46.79636 0.016
## HandRight:ROIRPF:Timepoint1.6 -9.28826 46.79636 -0.198
## HandRight:ROIC4:Timepoint1.7 -10.41937 46.79636 -0.223
## HandRight:ROIFz:Timepoint1.7 -19.41382 46.79636 -0.415
## HandRight:ROILPF:Timepoint1.7 -0.99938 46.79636 -0.021
## HandRight:ROIRPF:Timepoint1.7 -7.29317 46.79636 -0.156
## HandRight:ROIC4:Timepoint1.8 -16.62061 46.79636 -0.355
## HandRight:ROIFz:Timepoint1.8 -10.99089 46.79636 -0.235
## HandRight:ROILPF:Timepoint1.8 -1.87471 46.79636 -0.040
## HandRight:ROIRPF:Timepoint1.8 -10.12209 46.79636 -0.216
## HandRight:ROIC4:Timepoint1.9 -13.11214 46.79636 -0.280
## HandRight:ROIFz:Timepoint1.9 -14.05571 46.79636 -0.300
## HandRight:ROILPF:Timepoint1.9 -15.31612 46.79636 -0.327
## HandRight:ROIRPF:Timepoint1.9 -0.67343 46.79636 -0.014
## HandRight:ROIC4:Timepoint2 -19.49585 46.79636 -0.417
## HandRight:ROIFz:Timepoint2 -9.71844 46.79636 -0.208
## HandRight:ROILPF:Timepoint2 -3.60664 46.79636 -0.077
## HandRight:ROIRPF:Timepoint2 -1.17774 46.79636 -0.025
## HandRight:ROIC4:Timepoint2.1 -20.61095 46.79636 -0.440
## HandRight:ROIFz:Timepoint2.1 -14.57194 46.79636 -0.311
## HandRight:ROILPF:Timepoint2.1 -16.27929 46.79636 -0.348
## HandRight:ROIRPF:Timepoint2.1 -5.10973 46.79636 -0.109
## HandRight:ROIC4:Timepoint2.2 -28.07297 46.79636 -0.600
## HandRight:ROIFz:Timepoint2.2 -18.07951 46.79636 -0.386
## HandRight:ROILPF:Timepoint2.2 -13.80848 46.79636 -0.295
## HandRight:ROIRPF:Timepoint2.2 -9.85664 46.79636 -0.211
## HandRight:ROIC4:Timepoint2.3 -4.53792 46.79636 -0.097
## HandRight:ROIFz:Timepoint2.3 -18.11964 46.79636 -0.387
## HandRight:ROILPF:Timepoint2.3 -5.62090 46.79636 -0.120
## HandRight:ROIRPF:Timepoint2.3 -0.03618 46.79636 -0.001
## HandRight:ROIC4:Timepoint2.4 -16.02814 46.79636 -0.343
## HandRight:ROIFz:Timepoint2.4 -0.36838 46.79636 -0.008
## HandRight:ROILPF:Timepoint2.4 37.22035 46.79636 0.795
## HandRight:ROIRPF:Timepoint2.4 -7.73575 46.79636 -0.165
## HandRight:ROIC4:Timepoint2.5 -8.73840 46.79636 -0.187
## HandRight:ROIFz:Timepoint2.5 4.46970 46.79636 0.096
## HandRight:ROILPF:Timepoint2.5 18.58908 46.79636 0.397
## HandRight:ROIRPF:Timepoint2.5 -7.71132 46.79636 -0.165
## BlockB5:HandRight:ROIC4:Timepoint0 8.72790 66.18005 0.132
## BlockB5:HandRight:ROIFz:Timepoint0 22.49205 66.18005 0.340
## BlockB5:HandRight:ROILPF:Timepoint0 16.86547 66.18005 0.255
## BlockB5:HandRight:ROIRPF:Timepoint0 2.20846 66.18005 0.033
## BlockB5:HandRight:ROIC4:Timepoint0.1 18.57638 66.18005 0.281
## BlockB5:HandRight:ROIFz:Timepoint0.1 5.62708 66.18005 0.085
## BlockB5:HandRight:ROILPF:Timepoint0.1 -3.36358 66.18005 -0.051
## BlockB5:HandRight:ROIRPF:Timepoint0.1 -5.72644 66.18005 -0.087
## BlockB5:HandRight:ROIC4:Timepoint0.2 18.99353 66.18005 0.287
## BlockB5:HandRight:ROIFz:Timepoint0.2 0.87902 66.18005 0.013
## BlockB5:HandRight:ROILPF:Timepoint0.2 3.51819 66.18005 0.053
## BlockB5:HandRight:ROIRPF:Timepoint0.2 -2.88510 66.18005 -0.044
## BlockB5:HandRight:ROIC4:Timepoint0.3 26.36823 66.18005 0.398
## BlockB5:HandRight:ROIFz:Timepoint0.3 16.67758 66.18005 0.252
## BlockB5:HandRight:ROILPF:Timepoint0.3 3.68033 66.18005 0.056
## BlockB5:HandRight:ROIRPF:Timepoint0.3 2.57339 66.18005 0.039
## BlockB5:HandRight:ROIC4:Timepoint0.4 15.71823 66.18005 0.238
## BlockB5:HandRight:ROIFz:Timepoint0.4 14.02442 66.18005 0.212
## BlockB5:HandRight:ROILPF:Timepoint0.4 11.07018 66.18005 0.167
## BlockB5:HandRight:ROIRPF:Timepoint0.4 -5.41200 66.18005 -0.082
## BlockB5:HandRight:ROIC4:Timepoint0.5 2.54206 66.18005 0.038
## BlockB5:HandRight:ROIFz:Timepoint0.5 10.59219 66.18005 0.160
## BlockB5:HandRight:ROILPF:Timepoint0.5 2.91362 66.18005 0.044
## BlockB5:HandRight:ROIRPF:Timepoint0.5 -3.22722 66.18005 -0.049
## BlockB5:HandRight:ROIC4:Timepoint0.6 60.35231 66.18005 0.912
## BlockB5:HandRight:ROIFz:Timepoint0.6 31.80896 66.18005 0.481
## BlockB5:HandRight:ROILPF:Timepoint0.6 16.26463 66.18005 0.246
## BlockB5:HandRight:ROIRPF:Timepoint0.6 21.63620 66.18005 0.327
## BlockB5:HandRight:ROIC4:Timepoint0.7 48.77174 66.18005 0.737
## BlockB5:HandRight:ROIFz:Timepoint0.7 31.27597 66.18005 0.473
## BlockB5:HandRight:ROILPF:Timepoint0.7 19.91459 66.18005 0.301
## BlockB5:HandRight:ROIRPF:Timepoint0.7 9.30506 66.18005 0.141
## BlockB5:HandRight:ROIC4:Timepoint0.8 46.32103 66.18005 0.700
## BlockB5:HandRight:ROIFz:Timepoint0.8 21.23253 66.18005 0.321
## BlockB5:HandRight:ROILPF:Timepoint0.8 13.07179 66.18005 0.198
## BlockB5:HandRight:ROIRPF:Timepoint0.8 9.66131 66.18005 0.146
## BlockB5:HandRight:ROIC4:Timepoint0.9 36.88491 66.18005 0.557
## BlockB5:HandRight:ROIFz:Timepoint0.9 7.06500 66.18005 0.107
## BlockB5:HandRight:ROILPF:Timepoint0.9 10.45288 66.18005 0.158
## BlockB5:HandRight:ROIRPF:Timepoint0.9 7.21102 66.18005 0.109
## BlockB5:HandRight:ROIC4:Timepoint1 5.98371 66.18005 0.090
## BlockB5:HandRight:ROIFz:Timepoint1 20.83726 66.18005 0.315
## BlockB5:HandRight:ROILPF:Timepoint1 19.27985 66.18005 0.291
## BlockB5:HandRight:ROIRPF:Timepoint1 12.06706 66.18005 0.182
## BlockB5:HandRight:ROIC4:Timepoint1.1 -13.28626 66.18005 -0.201
## BlockB5:HandRight:ROIFz:Timepoint1.1 30.46715 66.18005 0.460
## BlockB5:HandRight:ROILPF:Timepoint1.1 18.23285 66.18005 0.276
## BlockB5:HandRight:ROIRPF:Timepoint1.1 6.34284 66.18005 0.096
## BlockB5:HandRight:ROIC4:Timepoint1.2 -132.48815 66.18005 -2.002
## BlockB5:HandRight:ROIFz:Timepoint1.2 5.00877 66.18005 0.076
## BlockB5:HandRight:ROILPF:Timepoint1.2 -1.22453 66.18005 -0.019
## BlockB5:HandRight:ROIRPF:Timepoint1.2 -33.35182 66.18005 -0.504
## BlockB5:HandRight:ROIC4:Timepoint1.3 -67.59108 66.18005 -1.021
## BlockB5:HandRight:ROIFz:Timepoint1.3 6.24862 66.18005 0.094
## BlockB5:HandRight:ROILPF:Timepoint1.3 -9.02543 66.18005 -0.136
## BlockB5:HandRight:ROIRPF:Timepoint1.3 -15.33289 66.18005 -0.232
## BlockB5:HandRight:ROIC4:Timepoint1.4 0.37686 66.18005 0.006
## BlockB5:HandRight:ROIFz:Timepoint1.4 29.00624 66.18005 0.438
## BlockB5:HandRight:ROILPF:Timepoint1.4 37.10233 66.18005 0.561
## BlockB5:HandRight:ROIRPF:Timepoint1.4 17.58912 66.18005 0.266
## BlockB5:HandRight:ROIC4:Timepoint1.5 -10.86787 66.18005 -0.164
## BlockB5:HandRight:ROIFz:Timepoint1.5 23.62266 66.18005 0.357
## BlockB5:HandRight:ROILPF:Timepoint1.5 8.70040 66.18005 0.131
## BlockB5:HandRight:ROIRPF:Timepoint1.5 7.71225 66.18005 0.117
## BlockB5:HandRight:ROIC4:Timepoint1.6 -6.02653 66.18005 -0.091
## BlockB5:HandRight:ROIFz:Timepoint1.6 11.68672 66.18005 0.177
## BlockB5:HandRight:ROILPF:Timepoint1.6 -17.32434 66.18005 -0.262
## BlockB5:HandRight:ROIRPF:Timepoint1.6 -4.36377 66.18005 -0.066
## BlockB5:HandRight:ROIC4:Timepoint1.7 -31.90472 66.18005 -0.482
## BlockB5:HandRight:ROIFz:Timepoint1.7 5.30138 66.18005 0.080
## BlockB5:HandRight:ROILPF:Timepoint1.7 -19.42392 66.18005 -0.294
## BlockB5:HandRight:ROIRPF:Timepoint1.7 -5.33024 66.18005 -0.081
## BlockB5:HandRight:ROIC4:Timepoint1.8 9.58795 66.18005 0.145
## BlockB5:HandRight:ROIFz:Timepoint1.8 21.67276 66.18005 0.327
## BlockB5:HandRight:ROILPF:Timepoint1.8 2.35583 66.18005 0.036
## BlockB5:HandRight:ROIRPF:Timepoint1.8 11.17814 66.18005 0.169
## BlockB5:HandRight:ROIC4:Timepoint1.9 8.10363 66.18005 0.122
## BlockB5:HandRight:ROIFz:Timepoint1.9 16.38414 66.18005 0.248
## BlockB5:HandRight:ROILPF:Timepoint1.9 12.05031 66.18005 0.182
## BlockB5:HandRight:ROIRPF:Timepoint1.9 -2.79161 66.18005 -0.042
## BlockB5:HandRight:ROIC4:Timepoint2 78.58735 66.18005 1.187
## BlockB5:HandRight:ROIFz:Timepoint2 3.68453 66.18005 0.056
## BlockB5:HandRight:ROILPF:Timepoint2 -2.65779 66.18005 -0.040
## BlockB5:HandRight:ROIRPF:Timepoint2 2.61873 66.18005 0.040
## BlockB5:HandRight:ROIC4:Timepoint2.1 101.50569 66.18005 1.534
## BlockB5:HandRight:ROIFz:Timepoint2.1 9.44323 66.18005 0.143
## BlockB5:HandRight:ROILPF:Timepoint2.1 -1.27319 66.18005 -0.019
## BlockB5:HandRight:ROIRPF:Timepoint2.1 21.71593 66.18005 0.328
## BlockB5:HandRight:ROIC4:Timepoint2.2 68.40877 66.18005 1.034
## BlockB5:HandRight:ROIFz:Timepoint2.2 18.50083 66.18005 0.280
## BlockB5:HandRight:ROILPF:Timepoint2.2 9.63104 66.18005 0.146
## BlockB5:HandRight:ROIRPF:Timepoint2.2 14.74523 66.18005 0.223
## BlockB5:HandRight:ROIC4:Timepoint2.3 0.12999 66.18005 0.002
## BlockB5:HandRight:ROIFz:Timepoint2.3 12.55014 66.18005 0.190
## BlockB5:HandRight:ROILPF:Timepoint2.3 -1.64850 66.18005 -0.025
## BlockB5:HandRight:ROIRPF:Timepoint2.3 -9.07996 66.18005 -0.137
## BlockB5:HandRight:ROIC4:Timepoint2.4 29.97126 66.18005 0.453
## BlockB5:HandRight:ROIFz:Timepoint2.4 -9.23383 66.18005 -0.140
## BlockB5:HandRight:ROILPF:Timepoint2.4 -39.31951 66.18005 -0.594
## BlockB5:HandRight:ROIRPF:Timepoint2.4 18.74893 66.18005 0.283
## BlockB5:HandRight:ROIC4:Timepoint2.5 1.82056 66.18005 0.028
## BlockB5:HandRight:ROIFz:Timepoint2.5 4.88591 66.18005 0.074
## BlockB5:HandRight:ROILPF:Timepoint2.5 -16.52683 66.18005 -0.250
## BlockB5:HandRight:ROIRPF: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
## ROIC4 -5.3156 20.8075 -0.255
## ROIFz -0.4315 20.8075 -0.021
## ROILPF 1.4594 20.8075 0.070
## ROIRPF -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:ROIC4 4.2114 29.4263 0.143
## BlockB5:ROIFz 0.1817 29.4263 0.006
## BlockB5:ROILPF -2.5173 29.4263 -0.086
## BlockB5:ROIRPF 1.0877 29.4263 0.037
## HandRight:ROIC4 4.8285 29.4263 0.164
## HandRight:ROIFz -1.4476 29.4263 -0.049
## HandRight:ROILPF -1.7848 29.4263 -0.061
## HandRight:ROIRPF 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
## ROIC4:Timepoint0 2.6984 29.4263 0.092
## ROIFz:Timepoint0 -5.3163 29.4263 -0.181
## ROILPF:Timepoint0 -7.2766 29.4263 -0.247
## ROIRPF:Timepoint0 -4.4346 29.4263 -0.151
## ROIC4:Timepoint0.1 -1.1984 29.4263 -0.041
## ROIFz:Timepoint0.1 -18.3516 29.4263 -0.624
## ROILPF:Timepoint0.1 -16.0189 29.4263 -0.544
## ROIRPF:Timepoint0.1 -12.6847 29.4263 -0.431
## ROIC4:Timepoint0.2 -0.2440 29.4263 -0.008
## ROIFz:Timepoint0.2 -11.4567 29.4263 -0.389
## ROILPF:Timepoint0.2 -1.0021 29.4263 -0.034
## ROIRPF:Timepoint0.2 -4.0806 29.4263 -0.139
## ROIC4:Timepoint0.3 10.8783 29.4263 0.370
## ROIFz:Timepoint0.3 3.5680 29.4263 0.121
## ROILPF:Timepoint0.3 8.8086 29.4263 0.299
## ROIRPF:Timepoint0.3 13.4522 29.4263 0.457
## ROIC4:Timepoint0.4 7.8610 29.4263 0.267
## ROIFz:Timepoint0.4 12.0198 29.4263 0.408
## ROILPF:Timepoint0.4 9.5931 29.4263 0.326
## ROIRPF:Timepoint0.4 13.9617 29.4263 0.474
## ROIC4:Timepoint0.5 -0.2516 29.4263 -0.009
## ROIFz:Timepoint0.5 5.1485 29.4263 0.175
## ROILPF:Timepoint0.5 -4.4644 29.4263 -0.152
## ROIRPF:Timepoint0.5 4.4302 29.4263 0.151
## ROIC4:Timepoint0.6 4.4542 29.4263 0.151
## ROIFz:Timepoint0.6 -1.0793 29.4263 -0.037
## ROILPF:Timepoint0.6 -9.2280 29.4263 -0.314
## ROIRPF:Timepoint0.6 3.2657 29.4263 0.111
## ROIC4:Timepoint0.7 11.2969 29.4263 0.384
## ROIFz:Timepoint0.7 2.4950 29.4263 0.085
## ROILPF:Timepoint0.7 -3.2325 29.4263 -0.110
## ROIRPF:Timepoint0.7 3.4147 29.4263 0.116
## ROIC4:Timepoint0.8 10.7088 29.4263 0.364
## ROIFz:Timepoint0.8 2.9193 29.4263 0.099
## ROILPF:Timepoint0.8 -2.2980 29.4263 -0.078
## ROIRPF:Timepoint0.8 2.3432 29.4263 0.080
## ROIC4:Timepoint0.9 11.2016 29.4263 0.381
## ROIFz:Timepoint0.9 2.8729 29.4263 0.098
## ROILPF:Timepoint0.9 -4.1376 29.4263 -0.141
## ROIRPF:Timepoint0.9 3.6293 29.4263 0.123
## ROIC4:Timepoint1 1.0112 29.4263 0.034
## ROIFz:Timepoint1 -1.7829 29.4263 -0.061
## ROILPF:Timepoint1 -9.9490 29.4263 -0.338
## ROIRPF:Timepoint1 -2.8874 29.4263 -0.098
## ROIC4:Timepoint1.1 -20.5077 29.4263 -0.697
## ROIFz:Timepoint1.1 -10.8287 29.4263 -0.368
## ROILPF:Timepoint1.1 -11.6559 29.4263 -0.396
## ROIRPF:Timepoint1.1 -7.8708 29.4263 -0.267
## ROIC4:Timepoint1.2 -18.8854 29.4263 -0.642
## ROIFz:Timepoint1.2 -17.8230 29.4263 -0.606
## ROILPF:Timepoint1.2 -12.5700 29.4263 -0.427
## ROIRPF:Timepoint1.2 -6.3402 29.4263 -0.215
## ROIC4:Timepoint1.3 -13.8411 29.4263 -0.470
## ROIFz:Timepoint1.3 -24.9535 29.4263 -0.848
## ROILPF:Timepoint1.3 -8.9306 29.4263 -0.303
## ROIRPF:Timepoint1.3 2.3179 29.4263 0.079
## ROIC4:Timepoint1.4 -5.2209 29.4263 -0.177
## ROIFz:Timepoint1.4 -17.7464 29.4263 -0.603
## ROILPF:Timepoint1.4 19.1049 29.4263 0.649
## ROIRPF:Timepoint1.4 22.5481 29.4263 0.766
## ROIC4:Timepoint1.5 1.3605 29.4263 0.046
## ROIFz:Timepoint1.5 -4.2027 29.4263 -0.143
## ROILPF:Timepoint1.5 31.9257 29.4263 1.085
## ROIRPF:Timepoint1.5 24.3939 29.4263 0.829
## ROIC4:Timepoint1.6 -1.1599 29.4263 -0.039
## ROIFz:Timepoint1.6 2.6457 29.4263 0.090
## ROILPF:Timepoint1.6 22.5244 29.4263 0.765
## ROIRPF:Timepoint1.6 17.2619 29.4263 0.587
## ROIC4:Timepoint1.7 -9.1210 29.4263 -0.310
## ROIFz:Timepoint1.7 -6.8833 29.4263 -0.234
## ROILPF:Timepoint1.7 10.3841 29.4263 0.353
## ROIRPF:Timepoint1.7 6.4149 29.4263 0.218
## ROIC4:Timepoint1.8 -10.6848 29.4263 -0.363
## ROIFz:Timepoint1.8 -8.6473 29.4263 -0.294
## ROILPF:Timepoint1.8 7.8990 29.4263 0.268
## ROIRPF:Timepoint1.8 2.4837 29.4263 0.084
## ROIC4:Timepoint1.9 -12.9863 29.4263 -0.441
## ROIFz:Timepoint1.9 -11.8576 29.4263 -0.403
## ROILPF:Timepoint1.9 8.3572 29.4263 0.284
## ROIRPF:Timepoint1.9 0.1308 29.4263 0.004
## ROIC4:Timepoint2 -8.8288 29.4263 -0.300
## ROIFz:Timepoint2 -15.1998 29.4263 -0.517
## ROILPF:Timepoint2 4.7396 29.4263 0.161
## ROIRPF:Timepoint2 1.5951 29.4263 0.054
## ROIC4:Timepoint2.1 -14.8516 29.4263 -0.505
## ROIFz:Timepoint2.1 -20.4043 29.4263 -0.693
## ROILPF:Timepoint2.1 4.2182 29.4263 0.143
## ROIRPF:Timepoint2.1 -0.4858 29.4263 -0.017
## ROIC4:Timepoint2.2 -16.8821 29.4263 -0.574
## ROIFz:Timepoint2.2 -17.8198 29.4263 -0.606
## ROILPF:Timepoint2.2 4.0993 29.4263 0.139
## ROIRPF:Timepoint2.2 2.4182 29.4263 0.082
## ROIC4:Timepoint2.3 -23.1924 29.4263 -0.788
## ROIFz:Timepoint2.3 -19.9172 29.4263 -0.677
## ROILPF:Timepoint2.3 13.8396 29.4263 0.470
## ROIRPF:Timepoint2.3 7.7197 29.4263 0.262
## ROIC4:Timepoint2.4 -31.1553 29.4263 -1.059
## ROIFz:Timepoint2.4 -75.7737 29.4263 -2.575
## ROILPF:Timepoint2.4 52.2443 29.4263 1.775
## ROIRPF:Timepoint2.4 69.9810 29.4263 2.378
## ROIC4:Timepoint2.5 7.0045 29.4263 0.238
## ROIFz:Timepoint2.5 -42.8396 29.4263 -1.456
## ROILPF:Timepoint2.5 17.0746 29.4263 0.580
## ROIRPF:Timepoint2.5 52.1004 29.4263 1.771
## BlockB5:HandRight:ROIC4 -6.4190 41.6150 -0.154
## BlockB5:HandRight:ROIFz 1.7011 41.6150 0.041
## BlockB5:HandRight:ROILPF 3.5617 41.6150 0.086
## BlockB5:HandRight:ROIRPF -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
## BlockB5:HandRight:Timepoint0.7 23.0766 41.6150 0.555
## BlockB5:HandRight:Timepoint0.8 1.3691 41.6150 0.033
## BlockB5:HandRight:Timepoint0.9 -17.4369 41.6150 -0.419
## BlockB5:HandRight:Timepoint1 -37.6905 41.6150 -0.906
## BlockB5:HandRight:Timepoint1.1 -29.7313 41.6150 -0.714
## BlockB5:HandRight:Timepoint1.2 -6.2749 41.6150 -0.151
## BlockB5:HandRight:Timepoint1.3 0.3441 41.6150 0.008
## BlockB5:HandRight:Timepoint1.4 -32.1370 41.6150 -0.772
## BlockB5:HandRight:Timepoint1.5 -58.6300 41.6150 -1.409
## BlockB5:HandRight:Timepoint1.6 -46.1033 41.6150 -1.108
## BlockB5:HandRight:Timepoint1.7 -27.4821 41.6150 -0.660
## BlockB5:HandRight:Timepoint1.8 -16.7203 41.6150 -0.402
## BlockB5:HandRight:Timepoint1.9 13.1452 41.6150 0.316
## BlockB5:HandRight:Timepoint2 10.7536 41.6150 0.258
## BlockB5:HandRight:Timepoint2.1 2.7652 41.6150 0.066
## BlockB5:HandRight:Timepoint2.2 -6.3952 41.6150 -0.154
## BlockB5:HandRight:Timepoint2.3 -3.6763 41.6150 -0.088
## BlockB5:HandRight:Timepoint2.4 9.4690 41.6150 0.228
## BlockB5:HandRight:Timepoint2.5 -12.4886 41.6150 -0.300
## BlockB5:ROIC4:Timepoint0 1.7363 41.6150 0.042
## BlockB5:ROIFz:Timepoint0 4.6149 41.6150 0.111
## BlockB5:ROILPF:Timepoint0 5.6264 41.6150 0.135
## BlockB5:ROIRPF:Timepoint0 5.2599 41.6150 0.126
## BlockB5:ROIC4:Timepoint0.1 13.9778 41.6150 0.336
## BlockB5:ROIFz:Timepoint0.1 14.5762 41.6150 0.350
## BlockB5:ROILPF:Timepoint0.1 14.6813 41.6150 0.353
## BlockB5:ROIRPF:Timepoint0.1 20.7579 41.6150 0.499
## BlockB5:ROIC4:Timepoint0.2 12.6731 41.6150 0.305
## BlockB5:ROIFz:Timepoint0.2 13.0426 41.6150 0.313
## BlockB5:ROILPF:Timepoint0.2 13.2547 41.6150 0.319
## BlockB5:ROIRPF:Timepoint0.2 19.9783 41.6150 0.480
## BlockB5:ROIC4:Timepoint0.3 -5.8650 41.6150 -0.141
## BlockB5:ROIFz:Timepoint0.3 -6.4516 41.6150 -0.155
## BlockB5:ROILPF:Timepoint0.3 5.5022 41.6150 0.132
## BlockB5:ROIRPF:Timepoint0.3 2.5947 41.6150 0.062
## BlockB5:ROIC4:Timepoint0.4 -0.1270 41.6150 -0.003
## BlockB5:ROIFz:Timepoint0.4 -14.6325 41.6150 -0.352
## BlockB5:ROILPF:Timepoint0.4 5.0429 41.6150 0.121
## BlockB5:ROIRPF:Timepoint0.4 1.1258 41.6150 0.027
## BlockB5:ROIC4:Timepoint0.5 4.1093 41.6150 0.099
## BlockB5:ROIFz:Timepoint0.5 -18.3511 41.6150 -0.441
## BlockB5:ROILPF:Timepoint0.5 6.5879 41.6150 0.158
## BlockB5:ROIRPF:Timepoint0.5 -2.4859 41.6150 -0.060
## BlockB5:ROIC4:Timepoint0.6 -6.1588 41.6150 -0.148
## BlockB5:ROIFz:Timepoint0.6 -25.6053 41.6150 -0.615
## BlockB5:ROILPF:Timepoint0.6 -2.1303 41.6150 -0.051
## BlockB5:ROIRPF:Timepoint0.6 -10.2616 41.6150 -0.247
## BlockB5:ROIC4:Timepoint0.7 -23.2613 41.6150 -0.559
## BlockB5:ROIFz:Timepoint0.7 -35.2954 41.6150 -0.848
## BlockB5:ROILPF:Timepoint0.7 -18.5118 41.6150 -0.445
## BlockB5:ROIRPF:Timepoint0.7 -16.0511 41.6150 -0.386
## BlockB5:ROIC4:Timepoint0.8 -16.9585 41.6150 -0.408
## BlockB5:ROIFz:Timepoint0.8 -29.8840 41.6150 -0.718
## BlockB5:ROILPF:Timepoint0.8 -17.2242 41.6150 -0.414
## BlockB5:ROIRPF:Timepoint0.8 -10.6261 41.6150 -0.255
## BlockB5:ROIC4:Timepoint0.9 6.5951 41.6150 0.158
## BlockB5:ROIFz:Timepoint0.9 -24.4149 41.6150 -0.587
## BlockB5:ROILPF:Timepoint0.9 -11.3901 41.6150 -0.274
## BlockB5:ROIRPF:Timepoint0.9 -5.0488 41.6150 -0.121
## BlockB5:ROIC4:Timepoint1 27.2521 41.6150 0.655
## BlockB5:ROIFz:Timepoint1 -29.5871 41.6150 -0.711
## BlockB5:ROILPF:Timepoint1 -12.4548 41.6150 -0.299
## BlockB5:ROIRPF:Timepoint1 0.1220 41.6150 0.003
## BlockB5:ROIC4:Timepoint1.1 50.2376 41.6150 1.207
## BlockB5:ROIFz:Timepoint1.1 -25.3420 41.6150 -0.609
## BlockB5:ROILPF:Timepoint1.1 -9.5195 41.6150 -0.229
## BlockB5:ROIRPF:Timepoint1.1 3.7300 41.6150 0.090
## BlockB5:ROIC4:Timepoint1.2 99.5615 41.6150 2.392
## BlockB5:ROIFz:Timepoint1.2 -10.4990 41.6150 -0.252
## BlockB5:ROILPF:Timepoint1.2 -1.2370 41.6150 -0.030
## BlockB5:ROIRPF:Timepoint1.2 26.3412 41.6150 0.633
## BlockB5:ROIC4:Timepoint1.3 62.5405 41.6150 1.503
## BlockB5:ROIFz:Timepoint1.3 7.7226 41.6150 0.186
## BlockB5:ROILPF:Timepoint1.3 12.5759 41.6150 0.302
## BlockB5:ROIRPF:Timepoint1.3 23.9819 41.6150 0.576
## BlockB5:ROIC4:Timepoint1.4 36.1717 41.6150 0.869
## BlockB5:ROIFz:Timepoint1.4 -4.2302 41.6150 -0.102
## BlockB5:ROILPF:Timepoint1.4 -16.1572 41.6150 -0.388
## BlockB5:ROIRPF:Timepoint1.4 -3.0003 41.6150 -0.072
## BlockB5:ROIC4:Timepoint1.5 6.1126 41.6150 0.147
## BlockB5:ROIFz:Timepoint1.5 -32.9518 41.6150 -0.792
## BlockB5:ROILPF:Timepoint1.5 -34.7573 41.6150 -0.835
## BlockB5:ROIRPF:Timepoint1.5 -14.5576 41.6150 -0.350
## BlockB5:ROIC4:Timepoint1.6 -0.2559 41.6150 -0.006
## BlockB5:ROIFz:Timepoint1.6 -46.7676 41.6150 -1.124
## BlockB5:ROILPF:Timepoint1.6 -34.7893 41.6150 -0.836
## BlockB5:ROIRPF:Timepoint1.6 -12.5432 41.6150 -0.301
## BlockB5:ROIC4:Timepoint1.7 14.7842 41.6150 0.355
## BlockB5:ROIFz:Timepoint1.7 -29.5489 41.6150 -0.710
## BlockB5:ROILPF:Timepoint1.7 -23.9340 41.6150 -0.575
## BlockB5:ROIRPF:Timepoint1.7 -5.6823 41.6150 -0.137
## BlockB5:ROIC4:Timepoint1.8 16.7162 41.6150 0.402
## BlockB5:ROIFz:Timepoint1.8 -23.7197 41.6150 -0.570
## BlockB5:ROILPF:Timepoint1.8 -17.8382 41.6150 -0.429
## BlockB5:ROIRPF:Timepoint1.8 -2.9001 41.6150 -0.070
## BlockB5:ROIC4:Timepoint1.9 19.1261 41.6150 0.460
## BlockB5:ROIFz:Timepoint1.9 -11.3166 41.6150 -0.272
## BlockB5:ROILPF:Timepoint1.9 -16.5682 41.6150 -0.398
## BlockB5:ROIRPF:Timepoint1.9 -1.9402 41.6150 -0.047
## BlockB5:ROIC4:Timepoint2 12.6705 41.6150 0.304
## BlockB5:ROIFz:Timepoint2 -5.7670 41.6150 -0.139
## BlockB5:ROILPF:Timepoint2 -14.7914 41.6150 -0.355
## BlockB5:ROIRPF:Timepoint2 -4.6236 41.6150 -0.111
## BlockB5:ROIC4:Timepoint2.1 17.9820 41.6150 0.432
## BlockB5:ROIFz:Timepoint2.1 -6.5758 41.6150 -0.158
## BlockB5:ROILPF:Timepoint2.1 -20.7025 41.6150 -0.497
## BlockB5:ROIRPF:Timepoint2.1 -8.2096 41.6150 -0.197
## BlockB5:ROIC4:Timepoint2.2 35.9407 41.6150 0.864
## BlockB5:ROIFz:Timepoint2.2 -10.1800 41.6150 -0.245
## BlockB5:ROILPF:Timepoint2.2 -22.9979 41.6150 -0.553
## BlockB5:ROIRPF:Timepoint2.2 -4.5884 41.6150 -0.110
## BlockB5:ROIC4:Timepoint2.3 38.6649 41.6150 0.929
## BlockB5:ROIFz:Timepoint2.3 -12.9170 41.6150 -0.310
## BlockB5:ROILPF:Timepoint2.3 -31.0812 41.6150 -0.747
## BlockB5:ROIRPF:Timepoint2.3 -6.6804 41.6150 -0.161
## BlockB5:ROIC4:Timepoint2.4 55.2454 41.6150 1.328
## BlockB5:ROIFz:Timepoint2.4 7.9177 41.6150 0.190
## BlockB5:ROILPF:Timepoint2.4 -70.9015 41.6150 -1.704
## BlockB5:ROIRPF:Timepoint2.4 -51.5349 41.6150 -1.238
## BlockB5:ROIC4:Timepoint2.5 25.5339 41.6150 0.614
## BlockB5:ROIFz:Timepoint2.5 -30.7106 41.6150 -0.738
## BlockB5:ROILPF:Timepoint2.5 -56.5478 41.6150 -1.359
## BlockB5:ROIRPF:Timepoint2.5 -40.8578 41.6150 -0.982
## HandRight:ROIC4:Timepoint0 -1.6974 41.6150 -0.041
## HandRight:ROIFz:Timepoint0 -1.3304 41.6150 -0.032
## HandRight:ROILPF:Timepoint0 0.8379 41.6150 0.020
## HandRight:ROIRPF:Timepoint0 1.3970 41.6150 0.034
## HandRight:ROIC4:Timepoint0.1 2.0076 41.6150 0.048
## HandRight:ROIFz:Timepoint0.1 3.4339 41.6150 0.083
## HandRight:ROILPF:Timepoint0.1 8.2259 41.6150 0.198
## HandRight:ROIRPF:Timepoint0.1 4.6384 41.6150 0.111
## HandRight:ROIC4:Timepoint0.2 1.3929 41.6150 0.033
## HandRight:ROIFz:Timepoint0.2 4.5621 41.6150 0.110
## HandRight:ROILPF:Timepoint0.2 4.7442 41.6150 0.114
## HandRight:ROIRPF:Timepoint0.2 3.0905 41.6150 0.074
## HandRight:ROIC4:Timepoint0.3 -8.5473 41.6150 -0.205
## HandRight:ROIFz:Timepoint0.3 2.3883 41.6150 0.057
## HandRight:ROILPF:Timepoint0.3 12.8971 41.6150 0.310
## HandRight:ROIRPF:Timepoint0.3 -3.6425 41.6150 -0.088
## HandRight:ROIC4:Timepoint0.4 -3.7355 41.6150 -0.090
## HandRight:ROIFz:Timepoint0.4 2.7230 41.6150 0.065
## HandRight:ROILPF:Timepoint0.4 19.4997 41.6150 0.469
## HandRight:ROIRPF:Timepoint0.4 2.4371 41.6150 0.059
## HandRight:ROIC4:Timepoint0.5 -1.5277 41.6150 -0.037
## HandRight:ROIFz:Timepoint0.5 -2.1777 41.6150 -0.052
## HandRight:ROILPF:Timepoint0.5 18.1360 41.6150 0.436
## HandRight:ROIRPF:Timepoint0.5 0.1647 41.6150 0.004
## HandRight:ROIC4:Timepoint0.6 -1.2093 41.6150 -0.029
## HandRight:ROIFz:Timepoint0.6 -15.2188 41.6150 -0.366
## HandRight:ROILPF:Timepoint0.6 6.4766 41.6150 0.156
## HandRight:ROIRPF:Timepoint0.6 -7.5184 41.6150 -0.181
## HandRight:ROIC4:Timepoint0.7 -4.4981 41.6150 -0.108
## HandRight:ROIFz:Timepoint0.7 -12.9076 41.6150 -0.310
## HandRight:ROILPF:Timepoint0.7 7.0740 41.6150 0.170
## HandRight:ROIRPF:Timepoint0.7 -4.4902 41.6150 -0.108
## HandRight:ROIC4:Timepoint0.8 -7.3761 41.6150 -0.177
## HandRight:ROIFz:Timepoint0.8 -7.3185 41.6150 -0.176
## HandRight:ROILPF:Timepoint0.8 6.7755 41.6150 0.163
## HandRight:ROIRPF:Timepoint0.8 -2.7407 41.6150 -0.066
## HandRight:ROIC4:Timepoint0.9 -0.8728 41.6150 -0.021
## HandRight:ROIFz:Timepoint0.9 -10.9817 41.6150 -0.264
## HandRight:ROILPF:Timepoint0.9 0.9894 41.6150 0.024
## HandRight:ROIRPF:Timepoint0.9 -5.1918 41.6150 -0.125
## HandRight:ROIC4:Timepoint1 8.6766 41.6150 0.208
## HandRight:ROIFz:Timepoint1 -16.2102 41.6150 -0.390
## HandRight:ROILPF:Timepoint1 0.5187 41.6150 0.012
## HandRight:ROIRPF:Timepoint1 -1.8221 41.6150 -0.044
## HandRight:ROIC4:Timepoint1.1 4.3840 41.6150 0.105
## HandRight:ROIFz:Timepoint1.1 -12.7809 41.6150 -0.307
## HandRight:ROILPF:Timepoint1.1 1.8297 41.6150 0.044
## HandRight:ROIRPF:Timepoint1.1 -3.7677 41.6150 -0.091
## HandRight:ROIC4:Timepoint1.2 2.5243 41.6150 0.061
## HandRight:ROIFz:Timepoint1.2 1.6585 41.6150 0.040
## HandRight:ROILPF:Timepoint1.2 14.3343 41.6150 0.344
## HandRight:ROIRPF:Timepoint1.2 0.8544 41.6150 0.021
## HandRight:ROIC4:Timepoint1.3 22.9646 41.6150 0.552
## HandRight:ROIFz:Timepoint1.3 20.7966 41.6150 0.500
## HandRight:ROILPF:Timepoint1.3 34.6210 41.6150 0.832
## HandRight:ROIRPF:Timepoint1.3 12.1158 41.6150 0.291
## HandRight:ROIC4:Timepoint1.4 0.5574 41.6150 0.013
## HandRight:ROIFz:Timepoint1.4 -0.2135 41.6150 -0.005
## HandRight:ROILPF:Timepoint1.4 6.6143 41.6150 0.159
## HandRight:ROIRPF:Timepoint1.4 -15.0159 41.6150 -0.361
## HandRight:ROIC4:Timepoint1.5 -27.3034 41.6150 -0.656
## HandRight:ROIFz:Timepoint1.5 -23.4637 41.6150 -0.564
## HandRight:ROILPF:Timepoint1.5 2.5292 41.6150 0.061
## HandRight:ROIRPF:Timepoint1.5 -26.7874 41.6150 -0.644
## HandRight:ROIC4:Timepoint1.6 -23.4482 41.6150 -0.563
## HandRight:ROIFz:Timepoint1.6 -21.2051 41.6150 -0.510
## HandRight:ROILPF:Timepoint1.6 12.2232 41.6150 0.294
## HandRight:ROIRPF:Timepoint1.6 -17.0938 41.6150 -0.411
## HandRight:ROIC4:Timepoint1.7 -11.2685 41.6150 -0.271
## HandRight:ROIFz:Timepoint1.7 -11.6411 41.6150 -0.280
## HandRight:ROILPF:Timepoint1.7 10.6750 41.6150 0.257
## HandRight:ROIRPF:Timepoint1.7 -4.6959 41.6150 -0.113
## HandRight:ROIC4:Timepoint1.8 -2.2789 41.6150 -0.055
## HandRight:ROIFz:Timepoint1.8 -6.1137 41.6150 -0.147
## HandRight:ROILPF:Timepoint1.8 5.3153 41.6150 0.128
## HandRight:ROIRPF:Timepoint1.8 -3.1545 41.6150 -0.076
## HandRight:ROIC4:Timepoint1.9 12.9566 41.6150 0.311
## HandRight:ROIFz:Timepoint1.9 0.0501 41.6150 0.001
## HandRight:ROILPF:Timepoint1.9 -1.1035 41.6150 -0.027
## HandRight:ROIRPF:Timepoint1.9 2.8715 41.6150 0.069
## HandRight:ROIC4:Timepoint2 5.0790 41.6150 0.122
## HandRight:ROIFz:Timepoint2 2.1584 41.6150 0.052
## HandRight:ROILPF:Timepoint2 -2.0350 41.6150 -0.049
## HandRight:ROIRPF:Timepoint2 -2.3459 41.6150 -0.056
## HandRight:ROIC4:Timepoint2.1 5.5553 41.6150 0.133
## HandRight:ROIFz:Timepoint2.1 7.2000 41.6150 0.173
## HandRight:ROILPF:Timepoint2.1 -1.0007 41.6150 -0.024
## HandRight:ROIRPF:Timepoint2.1 -2.3710 41.6150 -0.057
## HandRight:ROIC4:Timepoint2.2 4.1290 41.6150 0.099
## HandRight:ROIFz:Timepoint2.2 -0.4640 41.6150 -0.011
## HandRight:ROILPF:Timepoint2.2 1.0455 41.6150 0.025
## HandRight:ROIRPF:Timepoint2.2 -5.1139 41.6150 -0.123
## HandRight:ROIC4:Timepoint2.3 4.6880 41.6150 0.113
## HandRight:ROIFz:Timepoint2.3 0.9265 41.6150 0.022
## HandRight:ROILPF:Timepoint2.3 4.6894 41.6150 0.113
## HandRight:ROIRPF:Timepoint2.3 -7.3417 41.6150 -0.176
## HandRight:ROIC4:Timepoint2.4 -30.2322 41.6150 -0.726
## HandRight:ROIFz:Timepoint2.4 6.9284 41.6150 0.166
## HandRight:ROILPF:Timepoint2.4 24.5077 41.6150 0.589
## HandRight:ROIRPF:Timepoint2.4 -43.4333 41.6150 -1.044
## HandRight:ROIC4:Timepoint2.5 -25.0614 41.6150 -0.602
## HandRight:ROIFz:Timepoint2.5 -0.3222 41.6150 -0.008
## HandRight:ROILPF:Timepoint2.5 3.6500 41.6150 0.088
## HandRight:ROIRPF:Timepoint2.5 -38.4466 41.6150 -0.924
## BlockB5:HandRight:ROIC4:Timepoint0 -2.5519 58.8526 -0.043
## BlockB5:HandRight:ROIFz:Timepoint0 4.2825 58.8526 0.073
## BlockB5:HandRight:ROILPF:Timepoint0 -0.3249 58.8526 -0.006
## BlockB5:HandRight:ROIRPF:Timepoint0 -5.4763 58.8526 -0.093
## BlockB5:HandRight:ROIC4:Timepoint0.1 -4.2953 58.8526 -0.073
## BlockB5:HandRight:ROIFz:Timepoint0.1 0.2069 58.8526 0.004
## BlockB5:HandRight:ROILPF:Timepoint0.1 -7.8999 58.8526 -0.134
## BlockB5:HandRight:ROIRPF:Timepoint0.1 -12.4592 58.8526 -0.212
## BlockB5:HandRight:ROIC4:Timepoint0.2 1.8268 58.8526 0.031
## BlockB5:HandRight:ROIFz:Timepoint0.2 -6.5147 58.8526 -0.111
## BlockB5:HandRight:ROILPF:Timepoint0.2 -10.7251 58.8526 -0.182
## BlockB5:HandRight:ROIRPF:Timepoint0.2 -6.1581 58.8526 -0.105
## BlockB5:HandRight:ROIC4:Timepoint0.3 21.3940 58.8526 0.364
## BlockB5:HandRight:ROIFz:Timepoint0.3 7.8822 58.8526 0.134
## BlockB5:HandRight:ROILPF:Timepoint0.3 -15.4993 58.8526 -0.263
## BlockB5:HandRight:ROIRPF:Timepoint0.3 4.6511 58.8526 0.079
## BlockB5:HandRight:ROIC4:Timepoint0.4 18.2890 58.8526 0.311
## BlockB5:HandRight:ROIFz:Timepoint0.4 8.7282 58.8526 0.148
## BlockB5:HandRight:ROILPF:Timepoint0.4 -16.8166 58.8526 -0.286
## BlockB5:HandRight:ROIRPF:Timepoint0.4 -3.0092 58.8526 -0.051
## BlockB5:HandRight:ROIC4:Timepoint0.5 21.9679 58.8526 0.373
## BlockB5:HandRight:ROIFz:Timepoint0.5 9.6742 58.8526 0.164
## BlockB5:HandRight:ROILPF:Timepoint0.5 -10.6403 58.8526 -0.181
## BlockB5:HandRight:ROIRPF:Timepoint0.5 3.5068 58.8526 0.060
## BlockB5:HandRight:ROIC4:Timepoint0.6 47.1744 58.8526 0.802
## BlockB5:HandRight:ROIFz:Timepoint0.6 11.0203 58.8526 0.187
## BlockB5:HandRight:ROILPF:Timepoint0.6 -6.6667 58.8526 -0.113
## BlockB5:HandRight:ROIRPF:Timepoint0.6 15.4076 58.8526 0.262
## BlockB5:HandRight:ROIC4:Timepoint0.7 45.1518 58.8526 0.767
## BlockB5:HandRight:ROIFz:Timepoint0.7 1.0986 58.8526 0.019
## BlockB5:HandRight:ROILPF:Timepoint0.7 -14.3439 58.8526 -0.244
## BlockB5:HandRight:ROIRPF:Timepoint0.7 12.8532 58.8526 0.218
## BlockB5:HandRight:ROIC4:Timepoint0.8 48.3396 58.8526 0.821
## BlockB5:HandRight:ROIFz:Timepoint0.8 13.7494 58.8526 0.234
## BlockB5:HandRight:ROILPF:Timepoint0.8 -1.8841 58.8526 -0.032
## BlockB5:HandRight:ROIRPF:Timepoint0.8 17.9284 58.8526 0.305
## BlockB5:HandRight:ROIC4:Timepoint0.9 11.4094 58.8526 0.194
## BlockB5:HandRight:ROIFz:Timepoint0.9 23.2370 58.8526 0.395
## BlockB5:HandRight:ROILPF:Timepoint0.9 5.1204 58.8526 0.087
## BlockB5:HandRight:ROIRPF:Timepoint0.9 11.4224 58.8526 0.194
## BlockB5:HandRight:ROIC4:Timepoint1 -18.1648 58.8526 -0.309
## BlockB5:HandRight:ROIFz:Timepoint1 27.6313 58.8526 0.470
## BlockB5:HandRight:ROILPF:Timepoint1 4.9465 58.8526 0.084
## BlockB5:HandRight:ROIRPF:Timepoint1 6.1862 58.8526 0.105
## BlockB5:HandRight:ROIC4:Timepoint1.1 -24.7119 58.8526 -0.420
## BlockB5:HandRight:ROIFz:Timepoint1.1 22.4184 58.8526 0.381
## BlockB5:HandRight:ROILPF:Timepoint1.1 2.0600 58.8526 0.035
## BlockB5:HandRight:ROIRPF:Timepoint1.1 9.7393 58.8526 0.165
## BlockB5:HandRight:ROIC4:Timepoint1.2 -81.6683 58.8526 -1.388
## BlockB5:HandRight:ROIFz:Timepoint1.2 -0.9797 58.8526 -0.017
## BlockB5:HandRight:ROILPF:Timepoint1.2 -15.2674 58.8526 -0.259
## BlockB5:HandRight:ROIRPF:Timepoint1.2 -20.3012 58.8526 -0.345
## BlockB5:HandRight:ROIC4:Timepoint1.3 -69.1662 58.8526 -1.175
## BlockB5:HandRight:ROIFz:Timepoint1.3 -21.3646 58.8526 -0.363
## BlockB5:HandRight:ROILPF:Timepoint1.3 -33.1318 58.8526 -0.563
## BlockB5:HandRight:ROIRPF:Timepoint1.3 -27.6010 58.8526 -0.469
## BlockB5:HandRight:ROIC4:Timepoint1.4 -22.5903 58.8526 -0.384
## BlockB5:HandRight:ROIFz:Timepoint1.4 6.0379 58.8526 0.103
## BlockB5:HandRight:ROILPF:Timepoint1.4 10.4134 58.8526 0.177
## BlockB5:HandRight:ROIRPF:Timepoint1.4 12.8477 58.8526 0.218
## BlockB5:HandRight:ROIC4:Timepoint1.5 23.9954 58.8526 0.408
## BlockB5:HandRight:ROIFz:Timepoint1.5 38.3348 58.8526 0.651
## BlockB5:HandRight:ROILPF:Timepoint1.5 12.1701 58.8526 0.207
## BlockB5:HandRight:ROIRPF:Timepoint1.5 31.7845 58.8526 0.540
## BlockB5:HandRight:ROIC4:Timepoint1.6 29.1445 58.8526 0.495
## BlockB5:HandRight:ROIFz:Timepoint1.6 43.0866 58.8526 0.732
## BlockB5:HandRight:ROILPF:Timepoint1.6 -3.4392 58.8526 -0.058
## BlockB5:HandRight:ROIRPF:Timepoint1.6 22.4282 58.8526 0.381
## BlockB5:HandRight:ROIC4:Timepoint1.7 7.6588 58.8526 0.130
## BlockB5:HandRight:ROIFz:Timepoint1.7 23.4848 58.8526 0.399
## BlockB5:HandRight:ROILPF:Timepoint1.7 -10.7690 58.8526 -0.183
## BlockB5:HandRight:ROIRPF:Timepoint1.7 5.2586 58.8526 0.089
## BlockB5:HandRight:ROIC4:Timepoint1.8 12.0983 58.8526 0.206
## BlockB5:HandRight:ROIFz:Timepoint1.8 18.3205 58.8526 0.311
## BlockB5:HandRight:ROILPF:Timepoint1.8 -9.1565 58.8526 -0.156
## BlockB5:HandRight:ROIRPF:Timepoint1.8 7.5124 58.8526 0.128
## BlockB5:HandRight:ROIC4:Timepoint1.9 15.5618 58.8526 0.264
## BlockB5:HandRight:ROIFz:Timepoint1.9 -0.8581 58.8526 -0.015
## BlockB5:HandRight:ROILPF:Timepoint1.9 -10.5096 58.8526 -0.179
## BlockB5:HandRight:ROIRPF:Timepoint1.9 3.7544 58.8526 0.064
## BlockB5:HandRight:ROIC4:Timepoint2 20.3299 58.8526 0.345
## BlockB5:HandRight:ROIFz:Timepoint2 -8.3755 58.8526 -0.142
## BlockB5:HandRight:ROILPF:Timepoint2 -15.2466 58.8526 -0.259
## BlockB5:HandRight:ROIRPF:Timepoint2 6.3212 58.8526 0.107
## BlockB5:HandRight:ROIC4:Timepoint2.1 14.9591 58.8526 0.254
## BlockB5:HandRight:ROIFz:Timepoint2.1 -4.6227 58.8526 -0.079
## BlockB5:HandRight:ROILPF:Timepoint2.1 -7.3297 58.8526 -0.125
## BlockB5:HandRight:ROIRPF:Timepoint2.1 19.0781 58.8526 0.324
## BlockB5:HandRight:ROIC4:Timepoint2.2 -13.2462 58.8526 -0.225
## BlockB5:HandRight:ROIFz:Timepoint2.2 8.6095 58.8526 0.146
## BlockB5:HandRight:ROILPF:Timepoint2.2 0.8686 58.8526 0.015
## BlockB5:HandRight:ROIRPF:Timepoint2.2 17.3196 58.8526 0.294
## BlockB5:HandRight:ROIC4:Timepoint2.3 -12.8165 58.8526 -0.218
## BlockB5:HandRight:ROIFz:Timepoint2.3 5.1624 58.8526 0.088
## BlockB5:HandRight:ROILPF:Timepoint2.3 -2.9411 58.8526 -0.050
## BlockB5:HandRight:ROIRPF:Timepoint2.3 6.2028 58.8526 0.105
## BlockB5:HandRight:ROIC4:Timepoint2.4 70.8315 58.8526 1.204
## BlockB5:HandRight:ROIFz:Timepoint2.4 -15.6976 58.8526 -0.267
## BlockB5:HandRight:ROILPF:Timepoint2.4 -39.4774 58.8526 -0.671
## BlockB5:HandRight:ROIRPF:Timepoint2.4 47.8939 58.8526 0.814
## BlockB5:HandRight:ROIC4:Timepoint2.5 42.2962 58.8526 0.719
## BlockB5:HandRight:ROIFz:Timepoint2.5 8.1218 58.8526 0.138
## BlockB5:HandRight:ROILPF:Timepoint2.5 -12.0122 58.8526 -0.204
## BlockB5:HandRight:ROIRPF: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
## ROIC4 -5.72729 77.88365 -0.074
## ROIFz -3.68387 77.88365 -0.047
## ROILPF -3.71377 77.88365 -0.048
## ROIRPF -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:ROIC4 5.68055 110.14411 0.052
## BlockB5:ROIFz 2.73401 110.14411 0.025
## BlockB5:ROILPF 0.64886 110.14411 0.006
## BlockB5:ROIRPF 1.89555 110.14411 0.017
## HandRight:ROIC4 3.52759 110.14411 0.032
## HandRight:ROIFz 2.25587 110.14411 0.020
## HandRight:ROILPF 2.80066 110.14411 0.025
## HandRight:ROIRPF 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
## ROIC4:Timepoint0 5.26831 110.14411 0.048
## ROIFz:Timepoint0 4.58917 110.14411 0.042
## ROILPF:Timepoint0 1.53840 110.14411 0.014
## ROIRPF:Timepoint0 3.05239 110.14411 0.028
## ROIC4:Timepoint0.1 0.92960 110.14411 0.008
## ROIFz:Timepoint0.1 -18.49849 110.14411 -0.168
## ROILPF:Timepoint0.1 -17.75460 110.14411 -0.161
## ROIRPF:Timepoint0.1 -12.91681 110.14411 -0.117
## ROIC4:Timepoint0.2 8.11288 110.14411 0.074
## ROIFz:Timepoint0.2 0.27685 110.14411 0.003
## ROILPF:Timepoint0.2 1.02470 110.14411 0.009
## ROIRPF:Timepoint0.2 -1.46710 110.14411 -0.013
## ROIC4:Timepoint0.3 20.95916 110.14411 0.190
## ROIFz:Timepoint0.3 3.07938 110.14411 0.028
## ROILPF:Timepoint0.3 1.38814 110.14411 0.013
## ROIRPF:Timepoint0.3 3.16919 110.14411 0.029
## ROIC4:Timepoint0.4 26.26206 110.14411 0.238
## ROIFz:Timepoint0.4 12.11632 110.14411 0.110
## ROILPF:Timepoint0.4 5.24549 110.14411 0.048
## ROIRPF:Timepoint0.4 11.20956 110.14411 0.102
## ROIC4:Timepoint0.5 -0.02286 110.14411 0.000
## ROIFz:Timepoint0.5 -3.06691 110.14411 -0.028
## ROILPF:Timepoint0.5 -8.25296 110.14411 -0.075
## ROIRPF:Timepoint0.5 -4.43533 110.14411 -0.040
## ROIC4:Timepoint0.6 -19.69148 110.14411 -0.179
## ROIFz:Timepoint0.6 -13.15486 110.14411 -0.119
## ROILPF:Timepoint0.6 -15.52574 110.14411 -0.141
## ROIRPF:Timepoint0.6 -12.66995 110.14411 -0.115
## ROIC4:Timepoint0.7 -5.91078 110.14411 -0.054
## ROIFz:Timepoint0.7 -7.12792 110.14411 -0.065
## ROILPF:Timepoint0.7 -9.99116 110.14411 -0.091
## ROIRPF:Timepoint0.7 -7.38891 110.14411 -0.067
## ROIC4:Timepoint0.8 21.83488 110.14411 0.198
## ROIFz:Timepoint0.8 17.46570 110.14411 0.159
## ROILPF:Timepoint0.8 13.09455 110.14411 0.119
## ROIRPF:Timepoint0.8 10.78976 110.14411 0.098
## ROIC4:Timepoint0.9 18.26683 110.14411 0.166
## ROIFz:Timepoint0.9 8.06940 110.14411 0.073
## ROILPF:Timepoint0.9 21.05997 110.14411 0.191
## ROIRPF:Timepoint0.9 2.84664 110.14411 0.026
## ROIC4:Timepoint1 15.72990 110.14411 0.143
## ROIFz:Timepoint1 -2.49243 110.14411 -0.023
## ROILPF:Timepoint1 7.51030 110.14411 0.068
## ROIRPF:Timepoint1 4.82070 110.14411 0.044
## ROIC4:Timepoint1.1 6.19938 110.14411 0.056
## ROIFz:Timepoint1.1 4.46967 110.14411 0.041
## ROILPF:Timepoint1.1 9.04971 110.14411 0.082
## ROIRPF:Timepoint1.1 6.31117 110.14411 0.057
## ROIC4:Timepoint1.2 23.89302 110.14411 0.217
## ROIFz:Timepoint1.2 12.70708 110.14411 0.115
## ROILPF:Timepoint1.2 17.96800 110.14411 0.163
## ROIRPF:Timepoint1.2 23.43860 110.14411 0.213
## ROIC4:Timepoint1.3 9.84356 110.14411 0.089
## ROIFz:Timepoint1.3 1.65606 110.14411 0.015
## ROILPF:Timepoint1.3 -0.17542 110.14411 -0.002
## ROIRPF:Timepoint1.3 11.35732 110.14411 0.103
## ROIC4:Timepoint1.4 3.05973 110.14411 0.028
## ROIFz:Timepoint1.4 -6.88390 110.14411 -0.062
## ROILPF:Timepoint1.4 3.24102 110.14411 0.029
## ROIRPF:Timepoint1.4 4.14758 110.14411 0.038
## ROIC4:Timepoint1.5 -1.11057 110.14411 -0.010
## ROIFz:Timepoint1.5 -8.25652 110.14411 -0.075
## ROILPF:Timepoint1.5 3.67584 110.14411 0.033
## ROIRPF:Timepoint1.5 10.27732 110.14411 0.093
## ROIC4:Timepoint1.6 26.54285 110.14411 0.241
## ROIFz:Timepoint1.6 16.91840 110.14411 0.154
## ROILPF:Timepoint1.6 23.79354 110.14411 0.216
## ROIRPF:Timepoint1.6 20.12756 110.14411 0.183
## ROIC4:Timepoint1.7 9.23209 110.14411 0.084
## ROIFz:Timepoint1.7 9.94305 110.14411 0.090
## ROILPF:Timepoint1.7 12.76176 110.14411 0.116
## ROIRPF:Timepoint1.7 13.52554 110.14411 0.123
## ROIC4:Timepoint1.8 3.07390 110.14411 0.028
## ROIFz:Timepoint1.8 -3.10666 110.14411 -0.028
## ROILPF:Timepoint1.8 4.46392 110.14411 0.041
## ROIRPF:Timepoint1.8 10.17647 110.14411 0.092
## ROIC4:Timepoint1.9 12.76032 110.14411 0.116
## ROIFz:Timepoint1.9 10.72315 110.14411 0.097
## ROILPF:Timepoint1.9 17.58966 110.14411 0.160
## ROIRPF:Timepoint1.9 11.70364 110.14411 0.106
## ROIC4:Timepoint2 35.68911 110.14411 0.324
## ROIFz:Timepoint2 -1.89395 110.14411 -0.017
## ROILPF:Timepoint2 10.57624 110.14411 0.096
## ROIRPF:Timepoint2 9.82726 110.14411 0.089
## ROIC4:Timepoint2.1 33.08760 110.14411 0.300
## ROIFz:Timepoint2.1 -10.00899 110.14411 -0.091
## ROILPF:Timepoint2.1 -5.24664 110.14411 -0.048
## ROIRPF:Timepoint2.1 9.29466 110.14411 0.084
## ROIC4:Timepoint2.2 30.12570 110.14411 0.274
## ROIFz:Timepoint2.2 2.23603 110.14411 0.020
## ROILPF:Timepoint2.2 5.79876 110.14411 0.053
## ROIRPF:Timepoint2.2 12.38768 110.14411 0.112
## ROIC4:Timepoint2.3 35.45804 110.14411 0.322
## ROIFz:Timepoint2.3 12.18043 110.14411 0.111
## ROILPF:Timepoint2.3 13.18582 110.14411 0.120
## ROIRPF:Timepoint2.3 10.35286 110.14411 0.094
## ROIC4:Timepoint2.4 23.91094 110.14411 0.217
## ROIFz:Timepoint2.4 -2.04444 110.14411 -0.019
## ROILPF:Timepoint2.4 29.31948 110.14411 0.266
## ROIRPF:Timepoint2.4 16.14873 110.14411 0.147
## ROIC4:Timepoint2.5 10.91466 110.14411 0.099
## ROIFz:Timepoint2.5 -4.32101 110.14411 -0.039
## ROILPF:Timepoint2.5 16.32159 110.14411 0.148
## ROIRPF:Timepoint2.5 12.00633 110.14411 0.109
## BlockB5:HandRight:ROIC4 -10.77812 155.76729 -0.069
## BlockB5:HandRight:ROIFz -9.27004 155.76729 -0.060
## BlockB5:HandRight:ROILPF -5.14627 155.76729 -0.033
## BlockB5:HandRight:ROIRPF -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:ROIC4:Timepoint0 3.15461 155.76729 0.020
## BlockB5:ROIFz:Timepoint0 -7.04397 155.76729 -0.045
## BlockB5:ROILPF:Timepoint0 -3.73179 155.76729 -0.024
## BlockB5:ROIRPF:Timepoint0 -1.74410 155.76729 -0.011
## BlockB5:ROIC4:Timepoint0.1 -0.49264 155.76729 -0.003
## BlockB5:ROIFz:Timepoint0.1 4.30964 155.76729 0.028
## BlockB5:ROILPF:Timepoint0.1 7.11604 155.76729 0.046
## BlockB5:ROIRPF:Timepoint0.1 13.94101 155.76729 0.089
## BlockB5:ROIC4:Timepoint0.2 17.59453 155.76729 0.113
## BlockB5:ROIFz:Timepoint0.2 0.12694 155.76729 0.001
## BlockB5:ROILPF:Timepoint0.2 -6.60504 155.76729 -0.042
## BlockB5:ROIRPF:Timepoint0.2 13.51836 155.76729 0.087
## BlockB5:ROIC4:Timepoint0.3 -5.29450 155.76729 -0.034
## BlockB5:ROIFz:Timepoint0.3 -5.60006 155.76729 -0.036
## BlockB5:ROILPF:Timepoint0.3 -2.80625 155.76729 -0.018
## BlockB5:ROIRPF:Timepoint0.3 4.54773 155.76729 0.029
## BlockB5:ROIC4:Timepoint0.4 -14.34275 155.76729 -0.092
## BlockB5:ROIFz:Timepoint0.4 -6.01602 155.76729 -0.039
## BlockB5:ROILPF:Timepoint0.4 -1.18304 155.76729 -0.008
## BlockB5:ROIRPF:Timepoint0.4 -6.18364 155.76729 -0.040
## BlockB5:ROIC4:Timepoint0.5 4.06354 155.76729 0.026
## BlockB5:ROIFz:Timepoint0.5 -6.99421 155.76729 -0.045
## BlockB5:ROILPF:Timepoint0.5 1.57611 155.76729 0.010
## BlockB5:ROIRPF:Timepoint0.5 -1.86188 155.76729 -0.012
## BlockB5:ROIC4:Timepoint0.6 18.42824 155.76729 0.118
## BlockB5:ROIFz:Timepoint0.6 -0.51774 155.76729 -0.003
## BlockB5:ROILPF:Timepoint0.6 5.14657 155.76729 0.033
## BlockB5:ROIRPF:Timepoint0.6 8.11645 155.76729 0.052
## BlockB5:ROIC4:Timepoint0.7 6.87199 155.76729 0.044
## BlockB5:ROIFz:Timepoint0.7 0.82119 155.76729 0.005
## BlockB5:ROILPF:Timepoint0.7 5.76880 155.76729 0.037
## BlockB5:ROIRPF:Timepoint0.7 5.72430 155.76729 0.037
## BlockB5:ROIC4:Timepoint0.8 -12.34929 155.76729 -0.079
## BlockB5:ROIFz:Timepoint0.8 -28.55696 155.76729 -0.183
## BlockB5:ROILPF:Timepoint0.8 -19.25172 155.76729 -0.124
## BlockB5:ROIRPF:Timepoint0.8 -11.61381 155.76729 -0.075
## BlockB5:ROIC4:Timepoint0.9 -7.28926 155.76729 -0.047
## BlockB5:ROIFz:Timepoint0.9 -19.55087 155.76729 -0.126
## BlockB5:ROILPF:Timepoint0.9 -27.15543 155.76729 -0.174
## BlockB5:ROIRPF:Timepoint0.9 -2.44418 155.76729 -0.016
## BlockB5:ROIC4:Timepoint1 -16.25964 155.76729 -0.104
## BlockB5:ROIFz:Timepoint1 -16.32354 155.76729 -0.105
## BlockB5:ROILPF:Timepoint1 -24.03055 155.76729 -0.154
## BlockB5:ROIRPF:Timepoint1 -18.92573 155.76729 -0.122
## BlockB5:ROIC4:Timepoint1.1 179.01847 155.76729 1.149
## BlockB5:ROIFz:Timepoint1.1 -17.83503 155.76729 -0.114
## BlockB5:ROILPF:Timepoint1.1 -22.98830 155.76729 -0.148
## BlockB5:ROIRPF:Timepoint1.1 23.66048 155.76729 0.152
## BlockB5:ROIC4:Timepoint1.2 298.11495 155.76729 1.914
## BlockB5:ROIFz:Timepoint1.2 -51.72033 155.76729 -0.332
## BlockB5:ROILPF:Timepoint1.2 -91.20185 155.76729 -0.586
## BlockB5:ROIRPF:Timepoint1.2 4.94729 155.76729 0.032
## BlockB5:ROIC4:Timepoint1.3 422.96034 155.76729 2.715
## BlockB5:ROIFz:Timepoint1.3 -20.70090 155.76729 -0.133
## BlockB5:ROILPF:Timepoint1.3 -69.73240 155.76729 -0.448
## BlockB5:ROIRPF:Timepoint1.3 45.94102 155.76729 0.295
## BlockB5:ROIC4:Timepoint1.4 51.67287 155.76729 0.332
## BlockB5:ROIFz:Timepoint1.4 -5.14059 155.76729 -0.033
## BlockB5:ROILPF:Timepoint1.4 -5.02119 155.76729 -0.032
## BlockB5:ROIRPF:Timepoint1.4 16.01741 155.76729 0.103
## BlockB5:ROIC4:Timepoint1.5 215.96117 155.76729 1.386
## BlockB5:ROIFz:Timepoint1.5 -134.03852 155.76729 -0.861
## BlockB5:ROILPF:Timepoint1.5 -147.77983 155.76729 -0.949
## BlockB5:ROIRPF:Timepoint1.5 -7.25015 155.76729 -0.047
## BlockB5:ROIC4:Timepoint1.6 98.61956 155.76729 0.633
## BlockB5:ROIFz:Timepoint1.6 -112.13638 155.76729 -0.720
## BlockB5:ROILPF:Timepoint1.6 -109.02341 155.76729 -0.700
## BlockB5:ROIRPF:Timepoint1.6 -27.15907 155.76729 -0.174
## BlockB5:ROIC4:Timepoint1.7 46.93895 155.76729 0.301
## BlockB5:ROIFz:Timepoint1.7 -27.87882 155.76729 -0.179
## BlockB5:ROILPF:Timepoint1.7 -14.78248 155.76729 -0.095
## BlockB5:ROIRPF:Timepoint1.7 -1.83252 155.76729 -0.012
## BlockB5:ROIC4:Timepoint1.8 51.76440 155.76729 0.332
## BlockB5:ROIFz:Timepoint1.8 -7.84961 155.76729 -0.050
## BlockB5:ROILPF:Timepoint1.8 -7.48308 155.76729 -0.048
## BlockB5:ROIRPF:Timepoint1.8 5.79358 155.76729 0.037
## BlockB5:ROIC4:Timepoint1.9 15.56950 155.76729 0.100
## BlockB5:ROIFz:Timepoint1.9 -20.54460 155.76729 -0.132
## BlockB5:ROILPF:Timepoint1.9 -18.16242 155.76729 -0.117
## BlockB5:ROIRPF:Timepoint1.9 -0.24963 155.76729 -0.002
## BlockB5:ROIC4:Timepoint2 -7.33465 155.76729 -0.047
## BlockB5:ROIFz:Timepoint2 -9.78969 155.76729 -0.063
## BlockB5:ROILPF:Timepoint2 -23.91995 155.76729 -0.154
## BlockB5:ROIRPF:Timepoint2 -3.99750 155.76729 -0.026
## BlockB5:ROIC4:Timepoint2.1 -24.55723 155.76729 -0.158
## BlockB5:ROIFz:Timepoint2.1 -7.71415 155.76729 -0.050
## BlockB5:ROILPF:Timepoint2.1 2.59981 155.76729 0.017
## BlockB5:ROIRPF:Timepoint2.1 -1.46430 155.76729 -0.009
## BlockB5:ROIC4:Timepoint2.2 -7.09476 155.76729 -0.046
## BlockB5:ROIFz:Timepoint2.2 -17.16795 155.76729 -0.110
## BlockB5:ROILPF:Timepoint2.2 -7.08728 155.76729 -0.045
## BlockB5:ROIRPF:Timepoint2.2 -3.53432 155.76729 -0.023
## BlockB5:ROIC4:Timepoint2.3 -12.50784 155.76729 -0.080
## BlockB5:ROIFz:Timepoint2.3 -16.39669 155.76729 -0.105
## BlockB5:ROILPF:Timepoint2.3 -10.54738 155.76729 -0.068
## BlockB5:ROIRPF:Timepoint2.3 1.92251 155.76729 0.012
## BlockB5:ROIC4:Timepoint2.4 33.07180 155.76729 0.212
## BlockB5:ROIFz:Timepoint2.4 -10.06508 155.76729 -0.065
## BlockB5:ROILPF:Timepoint2.4 -31.92959 155.76729 -0.205
## BlockB5:ROIRPF:Timepoint2.4 0.97136 155.76729 0.006
## BlockB5:ROIC4:Timepoint2.5 19.23309 155.76729 0.123
## BlockB5:ROIFz:Timepoint2.5 2.77824 155.76729 0.018
## BlockB5:ROILPF:Timepoint2.5 -6.08965 155.76729 -0.039
## BlockB5:ROIRPF:Timepoint2.5 -4.57086 155.76729 -0.029
## HandRight:ROIC4:Timepoint0 8.80602 155.76729 0.057
## HandRight:ROIFz:Timepoint0 -4.28768 155.76729 -0.028
## HandRight:ROILPF:Timepoint0 -3.84293 155.76729 -0.025
## HandRight:ROIRPF:Timepoint0 4.37369 155.76729 0.028
## HandRight:ROIC4:Timepoint0.1 3.02142 155.76729 0.019
## HandRight:ROIFz:Timepoint0.1 7.74907 155.76729 0.050
## HandRight:ROILPF:Timepoint0.1 2.44591 155.76729 0.016
## HandRight:ROIRPF:Timepoint0.1 6.70071 155.76729 0.043
## HandRight:ROIC4:Timepoint0.2 4.13096 155.76729 0.027
## HandRight:ROIFz:Timepoint0.2 -1.09483 155.76729 -0.007
## HandRight:ROILPF:Timepoint0.2 4.50845 155.76729 0.029
## HandRight:ROIRPF:Timepoint0.2 4.30961 155.76729 0.028
## HandRight:ROIC4:Timepoint0.3 -6.93683 155.76729 -0.045
## HandRight:ROIFz:Timepoint0.3 1.76285 155.76729 0.011
## HandRight:ROILPF:Timepoint0.3 2.58318 155.76729 0.017
## HandRight:ROIRPF:Timepoint0.3 -2.78398 155.76729 -0.018
## HandRight:ROIC4:Timepoint0.4 -6.36343 155.76729 -0.041
## HandRight:ROIFz:Timepoint0.4 -7.76741 155.76729 -0.050
## HandRight:ROILPF:Timepoint0.4 -1.41333 155.76729 -0.009
## HandRight:ROIRPF:Timepoint0.4 0.61195 155.76729 0.004
## HandRight:ROIC4:Timepoint0.5 6.36295 155.76729 0.041
## HandRight:ROIFz:Timepoint0.5 8.48498 155.76729 0.054
## HandRight:ROILPF:Timepoint0.5 18.13898 155.76729 0.116
## HandRight:ROIRPF:Timepoint0.5 8.95293 155.76729 0.057
## HandRight:ROIC4:Timepoint0.6 58.78462 155.76729 0.377
## HandRight:ROIFz:Timepoint0.6 13.29001 155.76729 0.085
## HandRight:ROILPF:Timepoint0.6 21.64579 155.76729 0.139
## HandRight:ROIRPF:Timepoint0.6 24.57163 155.76729 0.158
## HandRight:ROIC4:Timepoint0.7 39.25522 155.76729 0.252
## HandRight:ROIFz:Timepoint0.7 5.75223 155.76729 0.037
## HandRight:ROILPF:Timepoint0.7 11.91272 155.76729 0.076
## HandRight:ROIRPF:Timepoint0.7 21.28006 155.76729 0.137
## HandRight:ROIC4:Timepoint0.8 -4.63185 155.76729 -0.030
## HandRight:ROIFz:Timepoint0.8 -8.78669 155.76729 -0.056
## HandRight:ROILPF:Timepoint0.8 -5.27934 155.76729 -0.034
## HandRight:ROIRPF:Timepoint0.8 -2.91938 155.76729 -0.019
## HandRight:ROIC4:Timepoint0.9 -12.63040 155.76729 -0.081
## HandRight:ROIFz:Timepoint0.9 0.10485 155.76729 0.001
## HandRight:ROILPF:Timepoint0.9 -18.90055 155.76729 -0.121
## HandRight:ROIRPF:Timepoint0.9 -1.35080 155.76729 -0.009
## HandRight:ROIC4:Timepoint1 11.55664 155.76729 0.074
## HandRight:ROIFz:Timepoint1 4.76581 155.76729 0.031
## HandRight:ROILPF:Timepoint1 -11.59597 155.76729 -0.074
## HandRight:ROIRPF:Timepoint1 0.79213 155.76729 0.005
## HandRight:ROIC4:Timepoint1.1 2.26393 155.76729 0.015
## HandRight:ROIFz:Timepoint1.1 -9.33329 155.76729 -0.060
## HandRight:ROILPF:Timepoint1.1 -1.13645 155.76729 -0.007
## HandRight:ROIRPF:Timepoint1.1 -7.02592 155.76729 -0.045
## HandRight:ROIC4:Timepoint1.2 -25.74226 155.76729 -0.165
## HandRight:ROIFz:Timepoint1.2 -23.03517 155.76729 -0.148
## HandRight:ROILPF:Timepoint1.2 -18.35214 155.76729 -0.118
## HandRight:ROIRPF:Timepoint1.2 -27.43855 155.76729 -0.176
## HandRight:ROIC4:Timepoint1.3 -11.18343 155.76729 -0.072
## HandRight:ROIFz:Timepoint1.3 -11.16342 155.76729 -0.072
## HandRight:ROILPF:Timepoint1.3 5.16147 155.76729 0.033
## HandRight:ROIRPF:Timepoint1.3 -14.05665 155.76729 -0.090
## HandRight:ROIC4:Timepoint1.4 -4.96337 155.76729 -0.032
## HandRight:ROIFz:Timepoint1.4 -13.35016 155.76729 -0.086
## HandRight:ROILPF:Timepoint1.4 -6.97828 155.76729 -0.045
## HandRight:ROIRPF:Timepoint1.4 -17.18435 155.76729 -0.110
## HandRight:ROIC4:Timepoint1.5 5.96128 155.76729 0.038
## HandRight:ROIFz:Timepoint1.5 -24.64571 155.76729 -0.158
## HandRight:ROILPF:Timepoint1.5 -24.49531 155.76729 -0.157
## HandRight:ROIRPF:Timepoint1.5 -23.90108 155.76729 -0.153
## HandRight:ROIC4:Timepoint1.6 -16.85885 155.76729 -0.108
## HandRight:ROIFz:Timepoint1.6 -35.86025 155.76729 -0.230
## HandRight:ROILPF:Timepoint1.6 -33.26858 155.76729 -0.214
## HandRight:ROIRPF:Timepoint1.6 -26.40963 155.76729 -0.170
## HandRight:ROIC4:Timepoint1.7 1.24359 155.76729 0.008
## HandRight:ROIFz:Timepoint1.7 -27.06388 155.76729 -0.174
## HandRight:ROILPF:Timepoint1.7 -19.20138 155.76729 -0.123
## HandRight:ROIRPF:Timepoint1.7 -18.07744 155.76729 -0.116
## HandRight:ROIC4:Timepoint1.8 -2.96634 155.76729 -0.019
## HandRight:ROIFz:Timepoint1.8 -20.85766 155.76729 -0.134
## HandRight:ROILPF:Timepoint1.8 -19.39473 155.76729 -0.125
## HandRight:ROIRPF:Timepoint1.8 -21.02966 155.76729 -0.135
## HandRight:ROIC4:Timepoint1.9 -20.76987 155.76729 -0.133
## HandRight:ROIFz:Timepoint1.9 -35.84775 155.76729 -0.230
## HandRight:ROILPF:Timepoint1.9 -34.01769 155.76729 -0.218
## HandRight:ROIRPF:Timepoint1.9 -22.76570 155.76729 -0.146
## HandRight:ROIC4:Timepoint2 -36.40929 155.76729 -0.234
## HandRight:ROIFz:Timepoint2 -12.12899 155.76729 -0.078
## HandRight:ROILPF:Timepoint2 -17.13883 155.76729 -0.110
## HandRight:ROIRPF:Timepoint2 -10.45252 155.76729 -0.067
## HandRight:ROIC4:Timepoint2.1 -23.40307 155.76729 -0.150
## HandRight:ROIFz:Timepoint2.1 9.00298 155.76729 0.058
## HandRight:ROILPF:Timepoint2.1 6.78894 155.76729 0.044
## HandRight:ROIRPF:Timepoint2.1 -10.25254 155.76729 -0.066
## HandRight:ROIC4:Timepoint2.2 -18.53700 155.76729 -0.119
## HandRight:ROIFz:Timepoint2.2 -2.69735 155.76729 -0.017
## HandRight:ROILPF:Timepoint2.2 -4.06920 155.76729 -0.026
## HandRight:ROIRPF:Timepoint2.2 -10.28426 155.76729 -0.066
## HandRight:ROIC4:Timepoint2.3 -27.77574 155.76729 -0.178
## HandRight:ROIFz:Timepoint2.3 -16.19961 155.76729 -0.104
## HandRight:ROILPF:Timepoint2.3 -14.02778 155.76729 -0.090
## HandRight:ROIRPF:Timepoint2.3 -12.44989 155.76729 -0.080
## HandRight:ROIC4:Timepoint2.4 -19.45302 155.76729 -0.125
## HandRight:ROIFz:Timepoint2.4 2.12453 155.76729 0.014
## HandRight:ROILPF:Timepoint2.4 3.30177 155.76729 0.021
## HandRight:ROIRPF:Timepoint2.4 -12.83892 155.76729 -0.082
## HandRight:ROIC4:Timepoint2.5 4.25331 155.76729 0.027
## HandRight:ROIFz:Timepoint2.5 8.36059 155.76729 0.054
## HandRight:ROILPF:Timepoint2.5 20.98780 155.76729 0.135
## HandRight:ROIRPF:Timepoint2.5 -4.17429 155.76729 -0.027
## BlockB5:HandRight:ROIC4:Timepoint0 -13.53696 220.28822 -0.061
## BlockB5:HandRight:ROIFz:Timepoint0 12.00727 220.28822 0.055
## BlockB5:HandRight:ROILPF:Timepoint0 9.28276 220.28822 0.042
## BlockB5:HandRight:ROIRPF:Timepoint0 -4.46464 220.28822 -0.020
## BlockB5:HandRight:ROIC4:Timepoint0.1 5.28792 220.28822 0.024
## BlockB5:HandRight:ROIFz:Timepoint0.1 -6.22933 220.28822 -0.028
## BlockB5:HandRight:ROILPF:Timepoint0.1 -2.47336 220.28822 -0.011
## BlockB5:HandRight:ROIRPF:Timepoint0.1 -14.20965 220.28822 -0.065
## BlockB5:HandRight:ROIC4:Timepoint0.2 -11.31081 220.28822 -0.051
## BlockB5:HandRight:ROIFz:Timepoint0.2 9.19342 220.28822 0.042
## BlockB5:HandRight:ROILPF:Timepoint0.2 11.36763 220.28822 0.052
## BlockB5:HandRight:ROIRPF:Timepoint0.2 -16.61613 220.28822 -0.075
## BlockB5:HandRight:ROIC4:Timepoint0.3 13.67338 220.28822 0.062
## BlockB5:HandRight:ROIFz:Timepoint0.3 7.40190 220.28822 0.034
## BlockB5:HandRight:ROILPF:Timepoint0.3 2.66379 220.28822 0.012
## BlockB5:HandRight:ROIRPF:Timepoint0.3 -0.69486 220.28822 -0.003
## BlockB5:HandRight:ROIC4:Timepoint0.4 1.48135 220.28822 0.007
## BlockB5:HandRight:ROIFz:Timepoint0.4 8.86620 220.28822 0.040
## BlockB5:HandRight:ROILPF:Timepoint0.4 2.75412 220.28822 0.013
## BlockB5:HandRight:ROIRPF:Timepoint0.4 -7.96075 220.28822 -0.036
## BlockB5:HandRight:ROIC4:Timepoint0.5 -7.43105 220.28822 -0.034
## BlockB5:HandRight:ROIFz:Timepoint0.5 7.18752 220.28822 0.033
## BlockB5:HandRight:ROILPF:Timepoint0.5 -6.68358 220.28822 -0.030
## BlockB5:HandRight:ROIRPF:Timepoint0.5 -11.29772 220.28822 -0.051
## BlockB5:HandRight:ROIC4:Timepoint0.6 -22.09981 220.28822 -0.100
## BlockB5:HandRight:ROIFz:Timepoint0.6 -14.72914 220.28822 -0.067
## BlockB5:HandRight:ROILPF:Timepoint0.6 -29.64494 220.28822 -0.135
## BlockB5:HandRight:ROIRPF:Timepoint0.6 -30.93047 220.28822 -0.140
## BlockB5:HandRight:ROIC4:Timepoint0.7 48.00475 220.28822 0.218
## BlockB5:HandRight:ROIFz:Timepoint0.7 -39.38231 220.28822 -0.179
## BlockB5:HandRight:ROILPF:Timepoint0.7 -44.29731 220.28822 -0.201
## BlockB5:HandRight:ROIRPF:Timepoint0.7 -32.11225 220.28822 -0.146
## BlockB5:HandRight:ROIC4:Timepoint0.8 53.41552 220.28822 0.242
## BlockB5:HandRight:ROIFz:Timepoint0.8 3.02596 220.28822 0.014
## BlockB5:HandRight:ROILPF:Timepoint0.8 -6.74994 220.28822 -0.031
## BlockB5:HandRight:ROIRPF:Timepoint0.8 -1.91145 220.28822 -0.009
## BlockB5:HandRight:ROIC4:Timepoint0.9 31.20883 220.28822 0.142
## BlockB5:HandRight:ROIFz:Timepoint0.9 -0.21779 220.28822 -0.001
## BlockB5:HandRight:ROILPF:Timepoint0.9 11.57536 220.28822 0.053
## BlockB5:HandRight:ROIRPF:Timepoint0.9 -6.86852 220.28822 -0.031
## BlockB5:HandRight:ROIC4:Timepoint1 -0.16641 220.28822 -0.001
## BlockB5:HandRight:ROIFz:Timepoint1 -6.72266 220.28822 -0.031
## BlockB5:HandRight:ROILPF:Timepoint1 10.29365 220.28822 0.047
## BlockB5:HandRight:ROIRPF:Timepoint1 0.34375 220.28822 0.002
## BlockB5:HandRight:ROIC4:Timepoint1.1 -188.48089 220.28822 -0.856
## BlockB5:HandRight:ROIFz:Timepoint1.1 7.90416 220.28822 0.036
## BlockB5:HandRight:ROILPF:Timepoint1.1 -1.14057 220.28822 -0.005
## BlockB5:HandRight:ROIRPF:Timepoint1.1 -31.23715 220.28822 -0.142
## BlockB5:HandRight:ROIC4:Timepoint1.2 -303.67551 220.28822 -1.379
## BlockB5:HandRight:ROIFz:Timepoint1.2 13.90521 220.28822 0.063
## BlockB5:HandRight:ROILPF:Timepoint1.2 53.63105 220.28822 0.243
## BlockB5:HandRight:ROIRPF:Timepoint1.2 -30.55543 220.28822 -0.139
## BlockB5:HandRight:ROIC4:Timepoint1.3 -425.06164 220.28822 -1.930
## BlockB5:HandRight:ROIFz:Timepoint1.3 4.52182 220.28822 0.021
## BlockB5:HandRight:ROILPF:Timepoint1.3 45.77100 220.28822 0.208
## BlockB5:HandRight:ROIRPF:Timepoint1.3 -64.03129 220.28822 -0.291
## BlockB5:HandRight:ROIC4:Timepoint1.4 -34.47734 220.28822 -0.157
## BlockB5:HandRight:ROIFz:Timepoint1.4 11.94651 220.28822 0.054
## BlockB5:HandRight:ROILPF:Timepoint1.4 -4.06296 220.28822 -0.018
## BlockB5:HandRight:ROIRPF:Timepoint1.4 -6.83439 220.28822 -0.031
## BlockB5:HandRight:ROIC4:Timepoint1.5 -212.94208 220.28822 -0.967
## BlockB5:HandRight:ROIFz:Timepoint1.5 119.71435 220.28822 0.543
## BlockB5:HandRight:ROILPF:Timepoint1.5 129.97567 220.28822 0.590
## BlockB5:HandRight:ROIRPF:Timepoint1.5 3.21231 220.28822 0.015
## BlockB5:HandRight:ROIC4:Timepoint1.6 -77.01075 220.28822 -0.350
## BlockB5:HandRight:ROIFz:Timepoint1.6 90.20134 220.28822 0.409
## BlockB5:HandRight:ROILPF:Timepoint1.6 83.14733 220.28822 0.377
## BlockB5:HandRight:ROIRPF:Timepoint1.6 25.72976 220.28822 0.117
## BlockB5:HandRight:ROIC4:Timepoint1.7 -53.18595 220.28822 -0.241
## BlockB5:HandRight:ROIFz:Timepoint1.7 5.03351 220.28822 0.023
## BlockB5:HandRight:ROILPF:Timepoint1.7 -1.20970 220.28822 -0.005
## BlockB5:HandRight:ROIRPF:Timepoint1.7 -11.92772 220.28822 -0.054
## BlockB5:HandRight:ROIC4:Timepoint1.8 -17.40129 220.28822 -0.079
## BlockB5:HandRight:ROIFz:Timepoint1.8 -2.64699 220.28822 -0.012
## BlockB5:HandRight:ROILPF:Timepoint1.8 -5.79451 220.28822 -0.026
## BlockB5:HandRight:ROIRPF:Timepoint1.8 -2.82723 220.28822 -0.013
## BlockB5:HandRight:ROIC4:Timepoint1.9 4.24571 220.28822 0.019
## BlockB5:HandRight:ROIFz:Timepoint1.9 34.67930 220.28822 0.157
## BlockB5:HandRight:ROILPF:Timepoint1.9 26.35920 220.28822 0.120
## BlockB5:HandRight:ROIRPF:Timepoint1.9 1.96618 220.28822 0.009
## BlockB5:HandRight:ROIC4:Timepoint2 236.13246 220.28822 1.072
## BlockB5:HandRight:ROIFz:Timepoint2 20.02234 220.28822 0.091
## BlockB5:HandRight:ROILPF:Timepoint2 13.68828 220.28822 0.062
## BlockB5:HandRight:ROIRPF:Timepoint2 52.50565 220.28822 0.238
## BlockB5:HandRight:ROIC4:Timepoint2.1 331.76073 220.28822 1.506
## BlockB5:HandRight:ROIFz:Timepoint2.1 -5.32192 220.28822 -0.024
## BlockB5:HandRight:ROILPF:Timepoint2.1 -48.31778 220.28822 -0.219
## BlockB5:HandRight:ROIRPF:Timepoint2.1 66.55852 220.28822 0.302
## BlockB5:HandRight:ROIC4:Timepoint2.2 316.63929 220.28822 1.437
## BlockB5:HandRight:ROIFz:Timepoint2.2 7.46406 220.28822 0.034
## BlockB5:HandRight:ROILPF:Timepoint2.2 -43.01643 220.28822 -0.195
## BlockB5:HandRight:ROIRPF:Timepoint2.2 54.77617 220.28822 0.249
## BlockB5:HandRight:ROIC4:Timepoint2.3 24.22140 220.28822 0.110
## BlockB5:HandRight:ROIFz:Timepoint2.3 4.22890 220.28822 0.019
## BlockB5:HandRight:ROILPF:Timepoint2.3 5.82645 220.28822 0.026
## BlockB5:HandRight:ROIRPF:Timepoint2.3 4.16916 220.28822 0.019
## BlockB5:HandRight:ROIC4:Timepoint2.4 59.24700 220.28822 0.269
## BlockB5:HandRight:ROIFz:Timepoint2.4 12.43013 220.28822 0.056
## BlockB5:HandRight:ROILPF:Timepoint2.4 14.57687 220.28822 0.066
## BlockB5:HandRight:ROIRPF:Timepoint2.4 18.80981 220.28822 0.085
## BlockB5:HandRight:ROIC4:Timepoint2.5 -10.40180 220.28822 -0.047
## BlockB5:HandRight:ROIFz:Timepoint2.5 -7.40673 220.28822 -0.034
## BlockB5:HandRight:ROILPF:Timepoint2.5 -23.79134 220.28822 -0.108
## BlockB5:HandRight:ROIRPF: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 185310.2#Final Model Post/Band ERDS Blocks
#Last button press Block 1
m.post.alpha2 <- lmer(Alpha ~ Block * Hand * Timepoint + (1|Subject), data = postwide_final)
Anova(m.post.alpha2)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Alpha
## Chisq Df Pr(>Chisq)
## Block 161.0137 1 < 2.2e-16 ***
## Hand 0.0900 1 0.764156
## Timepoint 661.9457 26 < 2.2e-16 ***
## Block:Hand 2.3783 1 0.123032
## Block:Timepoint 105.7864 26 1.374e-11 ***
## Hand:Timepoint 61.7336 26 9.763e-05 ***
## Block:Hand:Timepoint 46.4677 26 0.008083 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1m.post.theta2 <- lmer(Theta ~ Block * Hand * Timepoint + (1|Subject), data = postwide_final)
Anova(m.post.theta2)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Theta
## Chisq Df Pr(>Chisq)
## Block 48.1271 1 3.995e-12 ***
## Hand 0.4638 1 0.4958635
## Timepoint 1529.1480 26 < 2.2e-16 ***
## Block:Hand 0.1372 1 0.7110431
## Block:Timepoint 72.9609 26 2.436e-06 ***
## Hand:Timepoint 55.5301 26 0.0006487 ***
## Block:Hand:Timepoint 56.4925 26 0.0004874 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1m.post.beta2 <- lmer(Beta ~ Block * Hand * Timepoint + (1|Subject), data = postwide_final)
Anova(m.post.beta2)## Analysis of Deviance Table (Type II Wald chisquare tests)
##
## Response: Beta
## Chisq Df Pr(>Chisq)
## Block 70.7442 1 < 2.2e-16 ***
## Hand 0.9842 1 0.3212
## Timepoint 100.8874 26 9.133e-11 ***
## Block:Hand 0.0313 1 0.8597
## Block:Timepoint 77.2173 26 5.590e-07 ***
## Hand:Timepoint 66.7132 26 1.972e-05 ***
## Block:Hand:Timepoint 85.1973 26 3.241e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1AIC (m.post.alpha2, m.post.theta2, m.post.beta2)## df AIC
## m.post.alpha2 110 157110.9
## m.post.theta2 110 154209.9
## m.post.beta2 110 189107.5#Posthocs Postphase
#Posthocs
emmip(m.post.theta2, Block ~ Timepoint | Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 13500' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 13500)' or larger];
## but be warned that this may result in large computation time and memory use.## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 13500' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 13500)' or larger];
## but be warned that this may result in large computation time and memory use.
emmeans(m.post.theta2, pairwise~ Block | Timepoint | Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 13500' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 13500)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 13500' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 13500)' or larger];
## but be warned that this may result in large computation time and memory use.## $emmeans
## Timepoint = -0.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -6.6582 8.58 Inf -23.4656 10.15
## B5 0.0415 8.58 Inf -16.7658 16.85
##
## Timepoint = 0, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -0.5533 8.58 Inf -17.3606 16.25
## B5 -0.6303 8.58 Inf -17.4377 16.18
##
## Timepoint = 0.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 22.4917 8.58 Inf 5.6843 39.30
## B5 16.7821 8.58 Inf -0.0253 33.59
##
## Timepoint = 0.2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 25.8500 8.58 Inf 9.0427 42.66
## B5 25.3186 8.58 Inf 8.5112 42.13
##
## Timepoint = 0.3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 23.8867 8.58 Inf 7.0794 40.69
## B5 23.2159 8.58 Inf 6.4085 40.02
##
## Timepoint = 0.4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 22.0818 8.58 Inf 5.2745 38.89
## B5 24.4842 8.58 Inf 7.6768 41.29
##
## Timepoint = 0.5, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 15.1389 8.58 Inf -1.6684 31.95
## B5 20.9845 8.58 Inf 4.1772 37.79
##
## Timepoint = 0.6, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 8.6585 8.58 Inf -8.1488 25.47
## B5 18.1512 8.58 Inf 1.3438 34.96
##
## Timepoint = 0.7, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -2.2324 8.58 Inf -19.0397 14.57
## B5 14.5416 8.58 Inf -2.2657 31.35
##
## Timepoint = 0.8, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -1.4307 8.58 Inf -18.2381 15.38
## B5 13.1555 8.58 Inf -3.6519 29.96
##
## Timepoint = 0.9, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -3.5680 8.58 Inf -20.3753 13.24
## B5 15.7629 8.58 Inf -1.0445 32.57
##
## Timepoint = 1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -3.2594 8.58 Inf -20.0667 13.55
## B5 28.5971 8.58 Inf 11.7898 45.40
##
## Timepoint = 1.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 12.6374 8.58 Inf -4.1700 29.44
## B5 40.8433 8.58 Inf 24.0359 57.65
##
## Timepoint = 1.2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 26.0727 8.58 Inf 9.2654 42.88
## B5 62.0640 8.58 Inf 45.2567 78.87
##
## Timepoint = 1.3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 30.6198 8.58 Inf 13.8125 47.43
## B5 60.5061 8.58 Inf 43.6988 77.31
##
## Timepoint = 1.4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 36.5413 8.58 Inf 19.7339 53.35
## B5 61.0205 8.58 Inf 44.2131 77.83
##
## Timepoint = 1.5, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 28.3411 8.58 Inf 11.5338 45.15
## B5 53.7486 8.58 Inf 36.9412 70.56
##
## Timepoint = 1.6, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 18.7940 8.58 Inf 1.9867 35.60
## B5 35.4619 8.58 Inf 18.6546 52.27
##
## Timepoint = 1.7, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 10.0727 8.58 Inf -6.7346 26.88
## B5 24.6702 8.58 Inf 7.8628 41.48
##
## Timepoint = 1.8, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 10.7505 8.58 Inf -6.0568 27.56
## B5 22.1299 8.58 Inf 5.3225 38.94
##
## Timepoint = 1.9, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 22.5183 8.58 Inf 5.7109 39.33
## B5 13.9469 8.58 Inf -2.8604 30.75
##
## Timepoint = 2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 17.5079 8.58 Inf 0.7006 34.32
## B5 11.8150 8.58 Inf -4.9923 28.62
##
## Timepoint = 2.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 17.6332 8.58 Inf 0.8259 34.44
## B5 10.7303 8.58 Inf -6.0770 27.54
##
## Timepoint = 2.2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 10.0788 8.58 Inf -6.7286 26.89
## B5 4.9636 8.58 Inf -11.8437 21.77
##
## Timepoint = 2.3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 29.7894 8.58 Inf 12.9820 46.60
## B5 24.0770 8.58 Inf 7.2697 40.88
##
## Timepoint = 2.4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 135.6225 8.58 Inf 118.8151 152.43
## B5 113.7768 8.58 Inf 96.9694 130.58
##
## Timepoint = 2.5, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 81.2352 8.58 Inf 64.4279 98.04
## B5 100.5495 8.58 Inf 83.7421 117.36
##
## Timepoint = -0.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -9.7948 8.58 Inf -26.6021 7.01
## B5 0.8217 8.58 Inf -15.9856 17.63
##
## Timepoint = 0, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -3.3225 8.58 Inf -20.1298 13.48
## B5 2.7654 8.58 Inf -14.0419 19.57
##
## Timepoint = 0.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 21.7844 8.58 Inf 4.9771 38.59
## B5 22.5661 8.58 Inf 5.7588 39.37
##
## Timepoint = 0.2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 35.7588 8.58 Inf 18.9515 52.57
## B5 34.5435 8.58 Inf 17.7362 51.35
##
## Timepoint = 0.3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 33.9053 8.58 Inf 17.0980 50.71
## B5 34.0936 8.58 Inf 17.2862 50.90
##
## Timepoint = 0.4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 27.7543 8.58 Inf 10.9470 44.56
## B5 30.7850 8.58 Inf 13.9777 47.59
##
## Timepoint = 0.5, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 16.3223 8.58 Inf -0.4850 33.13
## B5 32.0777 8.58 Inf 15.2704 48.89
##
## Timepoint = 0.6, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 14.1122 8.58 Inf -2.6951 30.92
## B5 55.4480 8.58 Inf 38.6406 72.26
##
## Timepoint = 0.7, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 3.2657 8.58 Inf -13.5417 20.07
## B5 55.9849 8.58 Inf 39.1776 72.79
##
## Timepoint = 0.8, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 0.1987 8.58 Inf -16.6087 17.01
## B5 35.6974 8.58 Inf 18.8900 52.50
##
## Timepoint = 0.9, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 6.3669 8.58 Inf -10.4405 23.17
## B5 22.4153 8.58 Inf 5.6080 39.22
##
## Timepoint = 1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 14.6356 8.58 Inf -2.1717 31.44
## B5 16.8382 8.58 Inf 0.0309 33.65
##
## Timepoint = 1.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 12.0414 8.58 Inf -4.7659 28.85
## B5 16.3339 8.58 Inf -0.4734 33.14
##
## Timepoint = 1.2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 21.6132 8.58 Inf 4.8058 38.42
## B5 31.6029 8.58 Inf 14.7956 48.41
##
## Timepoint = 1.3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 41.1540 8.58 Inf 24.3467 57.96
## B5 45.0484 8.58 Inf 28.2410 61.86
##
## Timepoint = 1.4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 45.5637 8.58 Inf 28.7564 62.37
## B5 43.1644 8.58 Inf 26.3571 59.97
##
## Timepoint = 1.5, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 43.7205 8.58 Inf 26.9131 60.53
## B5 35.6716 8.58 Inf 18.8642 52.48
##
## Timepoint = 1.6, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 33.0575 8.58 Inf 16.2502 49.86
## B5 25.7829 8.58 Inf 8.9756 42.59
##
## Timepoint = 1.7, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 24.9898 8.58 Inf 8.1825 41.80
## B5 21.1485 8.58 Inf 4.3412 37.96
##
## Timepoint = 1.8, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 14.5398 8.58 Inf -2.2675 31.35
## B5 18.8705 8.58 Inf 2.0632 35.68
##
## Timepoint = 1.9, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 5.5418 8.58 Inf -11.2656 22.35
## B5 15.6221 8.58 Inf -1.1852 32.43
##
## Timepoint = 2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 3.4888 8.58 Inf -13.3186 20.30
## B5 13.0719 8.58 Inf -3.7354 29.88
##
## Timepoint = 2.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 4.8350 8.58 Inf -11.9723 21.64
## B5 9.0310 8.58 Inf -7.7763 25.84
##
## Timepoint = 2.2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 10.6333 8.58 Inf -6.1741 27.44
## B5 5.7499 8.58 Inf -11.0574 22.56
##
## Timepoint = 2.3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 20.5373 8.58 Inf 3.7300 37.34
## B5 14.1869 8.58 Inf -2.6204 30.99
##
## Timepoint = 2.4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 110.9042 8.58 Inf 94.0968 127.71
## B5 115.1543 8.58 Inf 98.3469 131.96
##
## Timepoint = 2.5, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 71.2844 8.58 Inf 54.4770 88.09
## B5 96.9450 8.58 Inf 80.1377 113.75
##
## Degrees-of-freedom method: asymptotic
## Confidence level used: 0.95
##
## $contrasts
## Timepoint = -0.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -6.6998 9.39 Inf -0.714 0.4755
##
## Timepoint = 0, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 0.0771 9.39 Inf 0.008 0.9935
##
## Timepoint = 0.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.7096 9.39 Inf 0.608 0.5431
##
## Timepoint = 0.2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 0.5315 9.39 Inf 0.057 0.9549
##
## Timepoint = 0.3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 0.6709 9.39 Inf 0.071 0.9430
##
## Timepoint = 0.4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -2.4023 9.39 Inf -0.256 0.7980
##
## Timepoint = 0.5, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -5.8456 9.39 Inf -0.623 0.5335
##
## Timepoint = 0.6, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -9.4926 9.39 Inf -1.011 0.3120
##
## Timepoint = 0.7, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -16.7740 9.39 Inf -1.787 0.0740
##
## Timepoint = 0.8, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -14.5862 9.39 Inf -1.554 0.1203
##
## Timepoint = 0.9, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -19.3308 9.39 Inf -2.059 0.0395
##
## Timepoint = 1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -31.8566 9.39 Inf -3.393 0.0007
##
## Timepoint = 1.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -28.2059 9.39 Inf -3.004 0.0027
##
## Timepoint = 1.2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -35.9913 9.39 Inf -3.834 0.0001
##
## Timepoint = 1.3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -29.8863 9.39 Inf -3.183 0.0015
##
## Timepoint = 1.4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -24.4792 9.39 Inf -2.607 0.0091
##
## Timepoint = 1.5, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -25.4075 9.39 Inf -2.706 0.0068
##
## Timepoint = 1.6, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -16.6679 9.39 Inf -1.775 0.0758
##
## Timepoint = 1.7, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -14.5974 9.39 Inf -1.555 0.1200
##
## Timepoint = 1.8, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -11.3794 9.39 Inf -1.212 0.2255
##
## Timepoint = 1.9, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 8.5714 9.39 Inf 0.913 0.3613
##
## Timepoint = 2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.6929 9.39 Inf 0.606 0.5443
##
## Timepoint = 2.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 6.9029 9.39 Inf 0.735 0.4622
##
## Timepoint = 2.2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.1151 9.39 Inf 0.545 0.5859
##
## Timepoint = 2.3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.7123 9.39 Inf 0.608 0.5429
##
## Timepoint = 2.4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 21.8457 9.39 Inf 2.327 0.0200
##
## Timepoint = 2.5, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -19.3143 9.39 Inf -2.057 0.0397
##
## Timepoint = -0.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -10.6165 9.39 Inf -1.131 0.2581
##
## Timepoint = 0, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -6.0879 9.39 Inf -0.648 0.5167
##
## Timepoint = 0.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -0.7817 9.39 Inf -0.083 0.9336
##
## Timepoint = 0.2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 1.2153 9.39 Inf 0.129 0.8970
##
## Timepoint = 0.3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -0.1882 9.39 Inf -0.020 0.9840
##
## Timepoint = 0.4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -3.0307 9.39 Inf -0.323 0.7468
##
## Timepoint = 0.5, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -15.7554 9.39 Inf -1.678 0.0933
##
## Timepoint = 0.6, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -41.3357 9.39 Inf -4.403 <.0001
##
## Timepoint = 0.7, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -52.7193 9.39 Inf -5.615 <.0001
##
## Timepoint = 0.8, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -35.4987 9.39 Inf -3.781 0.0002
##
## Timepoint = 0.9, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -16.0484 9.39 Inf -1.709 0.0874
##
## Timepoint = 1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -2.2027 9.39 Inf -0.235 0.8145
##
## Timepoint = 1.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.2924 9.39 Inf -0.457 0.6475
##
## Timepoint = 1.2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -9.9898 9.39 Inf -1.064 0.2873
##
## Timepoint = 1.3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -3.8944 9.39 Inf -0.415 0.6783
##
## Timepoint = 1.4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 2.3993 9.39 Inf 0.256 0.7983
##
## Timepoint = 1.5, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 8.0489 9.39 Inf 0.857 0.3913
##
## Timepoint = 1.6, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 7.2746 9.39 Inf 0.775 0.4384
##
## Timepoint = 1.7, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 3.8413 9.39 Inf 0.409 0.6824
##
## Timepoint = 1.8, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.3307 9.39 Inf -0.461 0.6446
##
## Timepoint = 1.9, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -10.0803 9.39 Inf -1.074 0.2830
##
## Timepoint = 2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -9.5832 9.39 Inf -1.021 0.3074
##
## Timepoint = 2.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.1960 9.39 Inf -0.447 0.6549
##
## Timepoint = 2.2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 4.8833 9.39 Inf 0.520 0.6030
##
## Timepoint = 2.3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 6.3504 9.39 Inf 0.676 0.4988
##
## Timepoint = 2.4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.2501 9.39 Inf -0.453 0.6508
##
## Timepoint = 2.5, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -25.6607 9.39 Inf -2.733 0.0063
##
## Degrees-of-freedom method: asymptoticemmip(m.post.alpha2, Block ~ Timepoint | Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 13500' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 13500)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 13500' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 13500)' or larger];
## but be warned that this may result in large computation time and memory use.
emmeans(m.post.alpha2, pairwise ~ Block | Timepoint | Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 13500' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 13500)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 13500' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 13500)' or larger];
## but be warned that this may result in large computation time and memory use.## $emmeans
## Timepoint = -0.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -2.636 9.19 Inf -20.6518 15.4
## B5 11.734 9.19 Inf -6.2813 29.7
##
## Timepoint = 0, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -3.909 9.19 Inf -21.9246 14.1
## B5 2.174 9.19 Inf -15.8419 20.2
##
## Timepoint = 0.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 29.259 9.19 Inf 11.2432 47.3
## B5 18.967 9.19 Inf 0.9510 37.0
##
## Timepoint = 0.2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 18.182 9.19 Inf 0.1666 36.2
## B5 25.599 9.19 Inf 7.5829 43.6
##
## Timepoint = 0.3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 14.444 9.19 Inf -3.5715 32.5
## B5 16.527 9.19 Inf -1.4886 34.5
##
## Timepoint = 0.4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 10.662 9.19 Inf -7.3541 28.7
## B5 18.221 9.19 Inf 0.2057 36.2
##
## Timepoint = 0.5, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 11.191 9.19 Inf -6.8247 29.2
## B5 26.322 9.19 Inf 8.3064 44.3
##
## Timepoint = 0.6, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 22.936 9.19 Inf 4.9199 41.0
## B5 37.609 9.19 Inf 19.5932 55.6
##
## Timepoint = 0.7, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 19.938 9.19 Inf 1.9226 38.0
## B5 43.224 9.19 Inf 25.2086 61.2
##
## Timepoint = 0.8, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 22.372 9.19 Inf 4.3564 40.4
## B5 49.439 9.19 Inf 31.4234 67.5
##
## Timepoint = 0.9, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 18.501 9.19 Inf 0.4858 36.5
## B5 49.578 9.19 Inf 31.5620 67.6
##
## Timepoint = 1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 16.499 9.19 Inf -1.5163 34.5
## B5 55.786 9.19 Inf 37.7705 73.8
##
## Timepoint = 1.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 30.480 9.19 Inf 12.4644 48.5
## B5 58.642 9.19 Inf 40.6267 76.7
##
## Timepoint = 1.2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 39.653 9.19 Inf 21.6374 57.7
## B5 100.417 9.19 Inf 82.4011 118.4
##
## Timepoint = 1.3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 32.740 9.19 Inf 14.7247 50.8
## B5 71.401 9.19 Inf 53.3852 89.4
##
## Timepoint = 1.4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 32.244 9.19 Inf 14.2280 50.3
## B5 49.766 9.19 Inf 31.7501 67.8
##
## Timepoint = 1.5, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 24.813 9.19 Inf 6.7969 42.8
## B5 69.879 9.19 Inf 51.8631 87.9
##
## Timepoint = 1.6, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 24.247 9.19 Inf 6.2316 42.3
## B5 48.912 9.19 Inf 30.8966 66.9
##
## Timepoint = 1.7, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 25.403 9.19 Inf 7.3870 43.4
## B5 59.376 9.19 Inf 41.3607 77.4
##
## Timepoint = 1.8, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 27.193 9.19 Inf 9.1773 45.2
## B5 58.684 9.19 Inf 40.6679 76.7
##
## Timepoint = 1.9, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 38.038 9.19 Inf 20.0220 56.1
## B5 39.183 9.19 Inf 21.1678 57.2
##
## Timepoint = 2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 37.747 9.19 Inf 19.7313 55.8
## B5 32.738 9.19 Inf 14.7221 50.8
##
## Timepoint = 2.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 35.026 9.19 Inf 17.0103 53.0
## B5 25.130 9.19 Inf 7.1146 43.1
##
## Timepoint = 2.2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 27.579 9.19 Inf 9.5632 45.6
## B5 24.162 9.19 Inf 6.1468 42.2
##
## Timepoint = 2.3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 36.195 9.19 Inf 18.1796 54.2
## B5 34.588 9.19 Inf 16.5726 52.6
##
## Timepoint = 2.4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 116.692 9.19 Inf 98.6764 134.7
## B5 94.807 9.19 Inf 76.7911 112.8
##
## Timepoint = 2.5, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 47.273 9.19 Inf 29.2576 65.3
## B5 58.481 9.19 Inf 40.4658 76.5
##
## Timepoint = -0.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 -1.355 9.19 Inf -19.3710 16.7
## B5 -0.611 9.19 Inf -18.6271 17.4
##
## Timepoint = 0, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 12.108 9.19 Inf -5.9082 30.1
## B5 2.829 9.19 Inf -15.1864 20.8
##
## Timepoint = 0.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 24.308 9.19 Inf 6.2924 42.3
## B5 26.406 9.19 Inf 8.3903 44.4
##
## Timepoint = 0.2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 22.897 9.19 Inf 4.8813 40.9
## B5 26.933 9.19 Inf 8.9178 44.9
##
## Timepoint = 0.3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 21.120 9.19 Inf 3.1041 39.1
## B5 27.440 9.19 Inf 9.4244 45.5
##
## Timepoint = 0.4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 17.889 9.19 Inf -0.1270 35.9
## B5 18.687 9.19 Inf 0.6711 36.7
##
## Timepoint = 0.5, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 9.180 9.19 Inf -8.8353 27.2
## B5 35.297 9.19 Inf 17.2816 53.3
##
## Timepoint = 0.6, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 31.597 9.19 Inf 13.5813 49.6
## B5 84.584 9.19 Inf 66.5686 102.6
##
## Timepoint = 0.7, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 22.698 9.19 Inf 4.6827 40.7
## B5 70.244 9.19 Inf 52.2280 88.3
##
## Timepoint = 0.8, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 18.112 9.19 Inf 0.0961 36.1
## B5 54.164 9.19 Inf 36.1479 72.2
##
## Timepoint = 0.9, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 25.024 9.19 Inf 7.0079 43.0
## B5 48.284 9.19 Inf 30.2681 66.3
##
## Timepoint = 1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 36.781 9.19 Inf 18.7654 54.8
## B5 53.257 9.19 Inf 35.2415 71.3
##
## Timepoint = 1.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 19.700 9.19 Inf 1.6847 37.7
## B5 48.565 9.19 Inf 30.5498 66.6
##
## Timepoint = 1.2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 19.659 9.19 Inf 1.6431 37.7
## B5 55.081 9.19 Inf 37.0654 73.1
##
## Timepoint = 1.3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 36.268 9.19 Inf 18.2519 54.3
## B5 57.773 9.19 Inf 39.7570 75.8
##
## Timepoint = 1.4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 32.682 9.19 Inf 14.6668 50.7
## B5 52.722 9.19 Inf 34.7065 70.7
##
## Timepoint = 1.5, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 28.971 9.19 Inf 10.9558 47.0
## B5 56.894 9.19 Inf 38.8781 74.9
##
## Timepoint = 1.6, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 31.801 9.19 Inf 13.7852 49.8
## B5 55.171 9.19 Inf 37.1549 73.2
##
## Timepoint = 1.7, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 31.545 9.19 Inf 13.5292 49.6
## B5 51.217 9.19 Inf 33.2014 69.2
##
## Timepoint = 1.8, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 21.791 9.19 Inf 3.7755 39.8
## B5 46.188 9.19 Inf 28.1721 64.2
##
## Timepoint = 1.9, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 8.746 9.19 Inf -9.2701 26.8
## B5 34.878 9.19 Inf 16.8622 52.9
##
## Timepoint = 2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 11.862 9.19 Inf -6.1533 29.9
## B5 45.175 9.19 Inf 27.1591 63.2
##
## Timepoint = 2.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 18.492 9.19 Inf 0.4766 36.5
## B5 56.392 9.19 Inf 38.3766 74.4
##
## Timepoint = 2.2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 26.993 9.19 Inf 8.9772 45.0
## B5 56.755 9.19 Inf 38.7395 74.8
##
## Timepoint = 2.3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 26.900 9.19 Inf 8.8846 44.9
## B5 27.980 9.19 Inf 9.9641 46.0
##
## Timepoint = 2.4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 106.126 9.19 Inf 88.1100 124.1
## B5 93.955 9.19 Inf 75.9392 112.0
##
## Timepoint = 2.5, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 43.109 9.19 Inf 25.0935 61.1
## B5 65.918 9.19 Inf 47.9027 83.9
##
## Degrees-of-freedom method: asymptotic
## Confidence level used: 0.95
##
## $contrasts
## Timepoint = -0.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -14.370 10.5 Inf -1.373 0.1697
##
## Timepoint = 0, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -6.083 10.5 Inf -0.581 0.5611
##
## Timepoint = 0.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 10.292 10.5 Inf 0.984 0.3253
##
## Timepoint = 0.2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -7.416 10.5 Inf -0.709 0.4785
##
## Timepoint = 0.3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -2.083 10.5 Inf -0.199 0.8422
##
## Timepoint = 0.4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -7.560 10.5 Inf -0.722 0.4700
##
## Timepoint = 0.5, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -15.131 10.5 Inf -1.446 0.1482
##
## Timepoint = 0.6, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -14.673 10.5 Inf -1.402 0.1609
##
## Timepoint = 0.7, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -23.286 10.5 Inf -2.225 0.0261
##
## Timepoint = 0.8, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -27.067 10.5 Inf -2.587 0.0097
##
## Timepoint = 0.9, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -31.076 10.5 Inf -2.970 0.0030
##
## Timepoint = 1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -39.287 10.5 Inf -3.754 0.0002
##
## Timepoint = 1.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -28.162 10.5 Inf -2.691 0.0071
##
## Timepoint = 1.2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -60.764 10.5 Inf -5.807 <.0001
##
## Timepoint = 1.3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -38.661 10.5 Inf -3.694 0.0002
##
## Timepoint = 1.4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -17.522 10.5 Inf -1.674 0.0940
##
## Timepoint = 1.5, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -45.066 10.5 Inf -4.307 <.0001
##
## Timepoint = 1.6, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -24.665 10.5 Inf -2.357 0.0184
##
## Timepoint = 1.7, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -33.974 10.5 Inf -3.247 0.0012
##
## Timepoint = 1.8, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -31.491 10.5 Inf -3.009 0.0026
##
## Timepoint = 1.9, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -1.146 10.5 Inf -0.109 0.9128
##
## Timepoint = 2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.009 10.5 Inf 0.479 0.6322
##
## Timepoint = 2.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 9.896 10.5 Inf 0.946 0.3443
##
## Timepoint = 2.2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 3.416 10.5 Inf 0.326 0.7441
##
## Timepoint = 2.3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 1.607 10.5 Inf 0.154 0.8780
##
## Timepoint = 2.4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 21.885 10.5 Inf 2.091 0.0365
##
## Timepoint = 2.5, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -11.208 10.5 Inf -1.071 0.2841
##
## Timepoint = -0.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -0.744 10.5 Inf -0.071 0.9433
##
## Timepoint = 0, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 9.278 10.5 Inf 0.887 0.3753
##
## Timepoint = 0.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -2.098 10.5 Inf -0.200 0.8411
##
## Timepoint = 0.2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.036 10.5 Inf -0.386 0.6997
##
## Timepoint = 0.3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -6.320 10.5 Inf -0.604 0.5459
##
## Timepoint = 0.4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -0.798 10.5 Inf -0.076 0.9392
##
## Timepoint = 0.5, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -26.117 10.5 Inf -2.496 0.0126
##
## Timepoint = 0.6, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -52.987 10.5 Inf -5.064 <.0001
##
## Timepoint = 0.7, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -47.545 10.5 Inf -4.544 <.0001
##
## Timepoint = 0.8, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -36.052 10.5 Inf -3.445 0.0006
##
## Timepoint = 0.9, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -23.260 10.5 Inf -2.223 0.0262
##
## Timepoint = 1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -16.476 10.5 Inf -1.574 0.1154
##
## Timepoint = 1.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -28.865 10.5 Inf -2.758 0.0058
##
## Timepoint = 1.2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -35.422 10.5 Inf -3.385 0.0007
##
## Timepoint = 1.3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -21.505 10.5 Inf -2.055 0.0399
##
## Timepoint = 1.4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -20.040 10.5 Inf -1.915 0.0555
##
## Timepoint = 1.5, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -27.922 10.5 Inf -2.668 0.0076
##
## Timepoint = 1.6, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -23.370 10.5 Inf -2.233 0.0255
##
## Timepoint = 1.7, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -19.672 10.5 Inf -1.880 0.0601
##
## Timepoint = 1.8, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -24.397 10.5 Inf -2.331 0.0197
##
## Timepoint = 1.9, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -26.132 10.5 Inf -2.497 0.0125
##
## Timepoint = 2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -33.312 10.5 Inf -3.183 0.0015
##
## Timepoint = 2.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -37.900 10.5 Inf -3.622 0.0003
##
## Timepoint = 2.2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -29.762 10.5 Inf -2.844 0.0045
##
## Timepoint = 2.3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -1.080 10.5 Inf -0.103 0.9178
##
## Timepoint = 2.4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 12.171 10.5 Inf 1.163 0.2448
##
## Timepoint = 2.5, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -22.809 10.5 Inf -2.180 0.0293
##
## Degrees-of-freedom method: asymptoticemmip(m.post.beta2, Block ~ Timepoint | Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 13500' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 13500)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 13500' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 13500)' or larger];
## but be warned that this may result in large computation time and memory use.
emmeans(m.post.beta2, pairwise ~ Block | Timepoint | Hand)## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'pbkrtest.limit = 13500' (or larger)
## [or, globally, 'set emm_options(pbkrtest.limit = 13500)' or larger];
## but be warned that this may result in large computation time and memory use.
## Note: D.f. calculations have been disabled because the number of observations exceeds 3000.
## To enable adjustments, add the argument 'lmerTest.limit = 13500' (or larger)
## [or, globally, 'set emm_options(lmerTest.limit = 13500)' or larger];
## but be warned that this may result in large computation time and memory use.## $emmeans
## Timepoint = -0.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 5.84 28.6 Inf -50.15 61.8
## B5 11.98 28.6 Inf -44.01 68.0
##
## Timepoint = 0, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 5.34 28.6 Inf -50.65 61.3
## B5 10.14 28.6 Inf -45.84 66.1
##
## Timepoint = 0.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 32.97 28.6 Inf -23.02 89.0
## B5 15.96 28.6 Inf -40.02 71.9
##
## Timepoint = 0.2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 26.33 28.6 Inf -29.65 82.3
## B5 23.50 28.6 Inf -32.48 79.5
##
## Timepoint = 0.3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 31.42 28.6 Inf -24.56 87.4
## B5 25.37 28.6 Inf -30.61 81.4
##
## Timepoint = 0.4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 24.43 28.6 Inf -31.55 80.4
## B5 25.76 28.6 Inf -30.23 81.7
##
## Timepoint = 0.5, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 23.22 28.6 Inf -32.77 79.2
## B5 29.84 28.6 Inf -26.14 85.8
##
## Timepoint = 0.6, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 30.76 28.6 Inf -25.23 86.7
## B5 37.13 28.6 Inf -18.85 93.1
##
## Timepoint = 0.7, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 32.43 28.6 Inf -23.56 88.4
## B5 41.63 28.6 Inf -14.36 97.6
##
## Timepoint = 0.8, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 33.58 28.6 Inf -22.40 89.6
## B5 49.41 28.6 Inf -6.57 105.4
##
## Timepoint = 0.9, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 39.43 28.6 Inf -16.55 95.4
## B5 48.37 28.6 Inf -7.62 104.4
##
## Timepoint = 1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 27.90 28.6 Inf -28.08 83.9
## B5 48.06 28.6 Inf -7.93 104.0
##
## Timepoint = 1.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 32.32 28.6 Inf -23.66 88.3
## B5 119.72 28.6 Inf 63.74 175.7
##
## Timepoint = 1.2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 30.88 28.6 Inf -25.11 86.9
## B5 235.10 28.6 Inf 179.12 291.1
##
## Timepoint = 1.3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 27.06 28.6 Inf -28.93 83.0
## B5 275.93 28.6 Inf 219.94 331.9
##
## Timepoint = 1.4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 23.55 28.6 Inf -32.44 79.5
## B5 66.77 28.6 Inf 10.79 122.8
##
## Timepoint = 1.5, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 29.00 28.6 Inf -26.98 85.0
## B5 204.64 28.6 Inf 148.65 260.6
##
## Timepoint = 1.6, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 28.15 28.6 Inf -27.83 84.1
## B5 149.24 28.6 Inf 93.25 205.2
##
## Timepoint = 1.7, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 30.30 28.6 Inf -25.69 86.3
## B5 77.04 28.6 Inf 21.05 133.0
##
## Timepoint = 1.8, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 29.37 28.6 Inf -26.61 85.4
## B5 71.12 28.6 Inf 15.13 127.1
##
## Timepoint = 1.9, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 27.74 28.6 Inf -28.25 83.7
## B5 45.69 28.6 Inf -10.29 101.7
##
## Timepoint = 2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 48.34 28.6 Inf -7.65 104.3
## B5 44.73 28.6 Inf -11.25 100.7
##
## Timepoint = 2.1, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 54.81 28.6 Inf -1.17 110.8
## B5 46.10 28.6 Inf -9.89 102.1
##
## Timepoint = 2.2, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 43.86 28.6 Inf -12.13 99.8
## B5 67.05 28.6 Inf 11.06 123.0
##
## Timepoint = 2.3, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 50.92 28.6 Inf -5.06 106.9
## B5 54.29 28.6 Inf -1.70 110.3
##
## Timepoint = 2.4, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 66.34 28.6 Inf 10.35 122.3
## B5 86.38 28.6 Inf 30.39 142.4
##
## Timepoint = 2.5, Hand = Left:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 45.63 28.6 Inf -10.35 101.6
## B5 61.71 28.6 Inf 5.72 117.7
##
## Timepoint = -0.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 2.46 28.6 Inf -53.52 58.4
## B5 5.54 28.6 Inf -50.45 61.5
##
## Timepoint = 0, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 18.40 28.6 Inf -37.58 74.4
## B5 7.74 28.6 Inf -48.25 63.7
##
## Timepoint = 0.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 29.74 28.6 Inf -26.24 85.7
## B5 25.18 28.6 Inf -30.81 81.2
##
## Timepoint = 0.2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 29.01 28.6 Inf -26.98 85.0
## B5 23.57 28.6 Inf -32.42 79.6
##
## Timepoint = 0.3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 32.42 28.6 Inf -23.57 88.4
## B5 27.13 28.6 Inf -28.85 83.1
##
## Timepoint = 0.4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 23.97 28.6 Inf -32.02 80.0
## B5 23.79 28.6 Inf -32.19 79.8
##
## Timepoint = 0.5, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 22.82 28.6 Inf -33.17 78.8
## B5 38.25 28.6 Inf -17.74 94.2
##
## Timepoint = 0.6, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 48.72 28.6 Inf -7.26 104.7
## B5 79.73 28.6 Inf 23.74 135.7
##
## Timepoint = 0.7, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 38.83 28.6 Inf -17.15 94.8
## B5 115.79 28.6 Inf 59.81 171.8
##
## Timepoint = 0.8, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 25.95 28.6 Inf -30.03 81.9
## B5 74.88 28.6 Inf 18.90 130.9
##
## Timepoint = 0.9, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 28.78 28.6 Inf -27.21 84.8
## B5 48.49 28.6 Inf -7.49 104.5
##
## Timepoint = 1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 35.25 28.6 Inf -20.73 91.2
## B5 49.97 28.6 Inf -6.01 106.0
##
## Timepoint = 1.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 33.28 28.6 Inf -22.70 89.3
## B5 46.33 28.6 Inf -9.66 102.3
##
## Timepoint = 1.2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 18.71 28.6 Inf -37.28 74.7
## B5 63.61 28.6 Inf 7.63 119.6
##
## Timepoint = 1.3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 23.08 28.6 Inf -32.90 79.1
## B5 49.53 28.6 Inf -6.45 105.5
##
## Timepoint = 1.4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 42.32 28.6 Inf -13.67 98.3
## B5 45.93 28.6 Inf -10.06 101.9
##
## Timepoint = 1.5, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 39.22 28.6 Inf -16.77 95.2
## B5 71.65 28.6 Inf 15.67 127.6
##
## Timepoint = 1.6, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 41.07 28.6 Inf -14.91 97.1
## B5 79.57 28.6 Inf 23.58 135.6
##
## Timepoint = 1.7, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 31.80 28.6 Inf -24.18 87.8
## B5 68.95 28.6 Inf 12.96 124.9
##
## Timepoint = 1.8, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 30.78 28.6 Inf -25.21 86.8
## B5 68.26 28.6 Inf 12.28 124.2
##
## Timepoint = 1.9, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 26.20 28.6 Inf -29.78 82.2
## B5 40.17 28.6 Inf -15.81 96.2
##
## Timepoint = 2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 18.19 28.6 Inf -37.79 74.2
## B5 141.05 28.6 Inf 85.06 197.0
##
## Timepoint = 2.1, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 19.65 28.6 Inf -36.33 75.6
## B5 205.89 28.6 Inf 149.90 261.9
##
## Timepoint = 2.2, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 22.44 28.6 Inf -33.54 78.4
## B5 224.43 28.6 Inf 168.44 280.4
##
## Timepoint = 2.3, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 25.51 28.6 Inf -30.47 81.5
## B5 47.94 28.6 Inf -8.04 103.9
##
## Timepoint = 2.4, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 39.43 28.6 Inf -16.55 95.4
## B5 84.49 28.6 Inf 28.50 140.5
##
## Timepoint = 2.5, Hand = Right:
## Block emmean SE df asymp.LCL asymp.UCL
## B1 30.32 28.6 Inf -25.67 86.3
## B5 66.36 28.6 Inf 10.38 122.3
##
## Degrees-of-freedom method: asymptotic
## Confidence level used: 0.95
##
## $contrasts
## Timepoint = -0.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -6.142 34.6 Inf -0.178 0.8590
##
## Timepoint = 0, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -4.801 34.6 Inf -0.139 0.8895
##
## Timepoint = 0.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 17.004 34.6 Inf 0.492 0.6228
##
## Timepoint = 0.2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 2.829 34.6 Inf 0.082 0.9348
##
## Timepoint = 0.3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 6.050 34.6 Inf 0.175 0.8611
##
## Timepoint = 0.4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -1.321 34.6 Inf -0.038 0.9695
##
## Timepoint = 0.5, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -6.626 34.6 Inf -0.192 0.8480
##
## Timepoint = 0.6, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -6.375 34.6 Inf -0.184 0.8537
##
## Timepoint = 0.7, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -9.199 34.6 Inf -0.266 0.7901
##
## Timepoint = 0.8, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -15.833 34.6 Inf -0.458 0.6469
##
## Timepoint = 0.9, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -8.937 34.6 Inf -0.259 0.7960
##
## Timepoint = 1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -20.156 34.6 Inf -0.583 0.5598
##
## Timepoint = 1.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -87.401 34.6 Inf -2.528 0.0115
##
## Timepoint = 1.2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -204.226 34.6 Inf -5.908 <.0001
##
## Timepoint = 1.3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -248.873 34.6 Inf -7.199 <.0001
##
## Timepoint = 1.4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -43.229 34.6 Inf -1.251 0.2111
##
## Timepoint = 1.5, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -175.638 34.6 Inf -5.081 <.0001
##
## Timepoint = 1.6, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -121.088 34.6 Inf -3.503 0.0005
##
## Timepoint = 1.7, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -46.740 34.6 Inf -1.352 0.1763
##
## Timepoint = 1.8, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -41.747 34.6 Inf -1.208 0.2272
##
## Timepoint = 1.9, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -17.953 34.6 Inf -0.519 0.6035
##
## Timepoint = 2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 3.604 34.6 Inf 0.104 0.9170
##
## Timepoint = 2.1, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 8.715 34.6 Inf 0.252 0.8010
##
## Timepoint = 2.2, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -23.192 34.6 Inf -0.671 0.5023
##
## Timepoint = 2.3, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -3.366 34.6 Inf -0.097 0.9224
##
## Timepoint = 2.4, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -20.036 34.6 Inf -0.580 0.5622
##
## Timepoint = 2.5, Hand = Left:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -16.078 34.6 Inf -0.465 0.6419
##
## Timepoint = -0.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -3.077 34.6 Inf -0.089 0.9291
##
## Timepoint = 0, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 10.668 34.6 Inf 0.309 0.7576
##
## Timepoint = 0.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 4.568 34.6 Inf 0.132 0.8949
##
## Timepoint = 0.2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.435 34.6 Inf 0.157 0.8751
##
## Timepoint = 0.3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 5.285 34.6 Inf 0.153 0.8785
##
## Timepoint = 0.4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 0.172 34.6 Inf 0.005 0.9960
##
## Timepoint = 0.5, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -15.429 34.6 Inf -0.446 0.6554
##
## Timepoint = 0.6, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -31.009 34.6 Inf -0.897 0.3697
##
## Timepoint = 0.7, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -76.960 34.6 Inf -2.226 0.0260
##
## Timepoint = 0.8, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -48.928 34.6 Inf -1.415 0.1570
##
## Timepoint = 0.9, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -19.711 34.6 Inf -0.570 0.5685
##
## Timepoint = 1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -14.719 34.6 Inf -0.426 0.6703
##
## Timepoint = 1.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -13.046 34.6 Inf -0.377 0.7059
##
## Timepoint = 1.2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -44.901 34.6 Inf -1.299 0.1940
##
## Timepoint = 1.3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -26.450 34.6 Inf -0.765 0.4442
##
## Timepoint = 1.4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -3.611 34.6 Inf -0.104 0.9168
##
## Timepoint = 1.5, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -32.431 34.6 Inf -0.938 0.3482
##
## Timepoint = 1.6, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -38.494 34.6 Inf -1.114 0.2655
##
## Timepoint = 1.7, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -37.142 34.6 Inf -1.074 0.2826
##
## Timepoint = 1.8, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -37.487 34.6 Inf -1.084 0.2782
##
## Timepoint = 1.9, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -13.971 34.6 Inf -0.404 0.6861
##
## Timepoint = 2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -122.857 34.6 Inf -3.554 0.0004
##
## Timepoint = 2.1, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -186.236 34.6 Inf -5.387 <.0001
##
## Timepoint = 2.2, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -201.985 34.6 Inf -5.843 <.0001
##
## Timepoint = 2.3, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -22.430 34.6 Inf -0.649 0.5164
##
## Timepoint = 2.4, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -45.053 34.6 Inf -1.303 0.1925
##
## Timepoint = 2.5, Hand = Right:
## contrast estimate SE df z.ratio p.value
## B1 - B5 -36.043 34.6 Inf -1.043 0.2971
##
## Degrees-of-freedom method: asymptoticPrep effects plot
##Alpha
#Need Effects lib
ae.m.prep.alpha2<-allEffects(m.prep.alpha2)
ae.m.prep.alpha2.df<-as.data.frame(ae.m.prep.alpha2[[1]])
plot(ae.m.prep.alpha2)
##Theta
#Need Effects lib
ae.m.prep.theta2<-allEffects(m.prep.theta2)
ae.m.prep.theta2.df<-as.data.frame(ae.m.prep.theta2[[1]])
plot(ae.m.prep.theta2)
##Beta
#Need Effects lib
ae.m.prep.beta2<-allEffects(m.prep.beta2)
ae.m.prep.beta2.df<-as.data.frame(ae.m.prep.beta2[[1]])
plot(ae.m.prep.beta2)
Mot effects plot
##Alpha
#Need Effects lib
ae.m.mot.alpha2<-allEffects(m.mot.alpha2)
ae.m.mot.alpha2.df<-as.data.frame(ae.m.mot.alpha2[[1]])
plot(ae.m.mot.alpha2)
##Theta
#Need Effects lib
ae.m.mot.theta2<-allEffects(m.mot.theta2)
ae.m.mot.theta2.df<-as.data.frame(ae.m.mot.theta2[[1]])
plot(ae.m.mot.theta2)
##Beta
#Need Effects lib
ae.m.mot.beta2<-allEffects(m.mot.beta2)
ae.m.mot.beta2.df<-as.data.frame(ae.m.mot.beta2[[1]])
plot(ae.m.mot.beta2)
Post effects plot
##Alpha
#Need Effects lib
ae.m.post.alpha2<-allEffects(m.post.alpha2)
ae.m.post.alpha2.df<-as.data.frame(ae.m.post.alpha2[[1]])
plot(ae.m.post.alpha2)
##Theta
#Need Effects lib
ae.m.post.theta2<-allEffects(m.post.theta2)
ae.m.post.theta2.df<-as.data.frame(ae.m.post.theta2[[1]])
plot(ae.m.post.theta2)
##Beta
#Need Effects lib
ae.m.post.beta2<-allEffects(m.post.beta2)
ae.m.post.beta2.df<-as.data.frame(ae.m.post.beta2[[1]])
plot(ae.m.post.beta2)
#Interaction facets (Prep bar plots)
#Bar Prep Alpha - Block * Hand * ROI
bar.m.prep.alpha2 <- ggplot(ae.m.prep.alpha2.df, aes(x=Block, y=fit, fill=Block)) +
geom_bar(stat="identity", color="black",
position=position_dodge(), show.legend = FALSE) +
geom_errorbar(aes(ymin=lower, ymax=upper), width=.2,
position=position_dodge(.9)) +
labs(title="Alpha Prep interactions", x="Blocks", y = "ERD/S (%)") +
theme_classic() +
scale_fill_manual(values=c('#999999','#E69F00')) +
facet_wrap(~Hand*ROI)
#facet_grid(~Hand*ROI)
print (bar.m.prep.alpha2)
#Bar Prep Theta - Block * Hand * ROI
bar.m.prep.theta2 <- ggplot(ae.m.prep.theta2.df, aes(x=Block, y=fit, fill=Block)) +
geom_bar(stat="identity", color="black",
position=position_dodge(), show.legend = FALSE) +
geom_errorbar(aes(ymin=lower, ymax=upper), width=.2,
position=position_dodge(.9)) +
labs(title="Theta Prep interactions", x="Blocks", y = "ERD/S (%)") +
theme_classic() +
scale_fill_manual(values=c('#999999','#009E73')) +
facet_wrap(~Hand*ROI)
#facet_grid(~Hand*ROI)
print (bar.m.prep.theta2)
#Bar Prep Beta - Block * Hand
bar.m.prep.beta2 <- ggplot(ae.m.prep.beta2.df, aes(x=Block, y=fit, fill=Block)) +
geom_bar(stat="identity", color="black",
position=position_dodge(), show.legend = FALSE) +
geom_errorbar(aes(ymin=lower, ymax=upper), width=.2,
position=position_dodge(.9)) +
labs(title="Beta Prep interactions", x="Blocks", y = "ERD/S (%)") +
theme_classic() +
scale_fill_manual(values=c('#999999','#0072B2')) +
facet_wrap(~Hand)
#facet_grid(~Hand*ROI)
print (bar.m.prep.beta2)
#Interaction facets (Mot plots)
#Motor Alpha - Block * Timepoint
plot.m.mot.alpha2 <- ggplot(ae.m.mot.alpha2.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 (Motor) ~ Block * Timepoint ") +
scale_fill_manual(values=c('#999999','#E69F00'), name="Block") +
scale_color_manual(values=c('#999999','#E69F00'), name="Block") +
theme_classic()
#facet_wrap(~)
print (plot.m.mot.alpha2)
#Motor Theta - Block * Timepoint
plot.m.mot.theta2 <- ggplot(ae.m.mot.theta2.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 (Motor) ~ Block * Timepoint ") +
scale_fill_manual(values=c('#999999','#009E73'), name="Block") +
scale_color_manual(values=c('#999999','#009E73'), name="Block") +
theme_classic()
#facet_wrap(~)
print (plot.m.mot.theta2)
#Bar Prep Beta - Block * Hand * Timepoint
plot.m.mot.beta2 <- ggplot(ae.m.mot.beta2.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 (Motor) ~ Block * Hand * Timepoint ") +
scale_fill_manual(values=c('#999999','#0072B2'), name="Block") +
scale_color_manual(values=c('#999999','#0072B2'), name="Block") +
theme_classic() +
facet_wrap(~Hand)
print (plot.m.mot.beta2)
#Interaction facets (Post)
#Alpha Block Hand Timepoints
plot.m.post.alpha2 <- ggplot(ae.m.post.alpha2.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-movement) ~ Block * Hand * Timepoint ") +
scale_fill_manual(values=c('#999999','#E69F00'), name="Block") +
scale_color_manual(values=c('#999999','#E69F00'), name="Block") +
theme_classic() +
facet_wrap(~Hand)
print (plot.m.post.alpha2)
plot.m.post.theta2 <- ggplot(ae.m.post.theta2.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-movement) ~ Block * Hand * Timepoint ") +
scale_fill_manual(values=c('#999999','#009E73'), name="Block") +
scale_color_manual(values=c('#999999','#009E73'), name="Block") +
theme_classic() +
facet_wrap(~Hand)
print (plot.m.post.theta2)
plot.m.post.beta2 <- ggplot(ae.m.post.beta2.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-movement) ~ Block * Hand * Timepoint ") +
scale_fill_manual(values=c('#999999','#0072B2'), name="Block") +
scale_color_manual(values=c('#999999','#0072B2'), name="Block") +
theme_classic() +
facet_wrap(~Hand)
print (plot.m.post.beta2)