model =
Generalized linear mixed-effects model fit by PL
Model information:
Number of observations 1171
Fixed effects coefficients 12
Random effects coefficients 21
Covariance parameters 2
Distribution Normal
Link Identity
FitMethod MPL
Formula:
roa_dur ~ 1 + state*roi_group + (1 | dx_squared)
Model fit statistics:
AIC BIC LogLikelihood Deviance
1476.9 1547.8 -724.43 1448.9
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue Lower Upper
{'(Intercept)' } -0.84687 0.084629 -10.007 1159 1.1463e-22 -1.0129 -0.68083
{'state_is' } -0.022698 0.066354 -0.34207 1159 0.73236 -0.15289 0.10749
{'state_nrem' } -0.088124 0.065263 -1.3503 1159 0.17719 -0.21617 0.039923
{'state_quiet' } -0.19875 0.075827 -2.6211 1159 0.0088801 -0.34752 -0.049975
{'state_rem' } -0.075908 0.069861 -1.0866 1159 0.27746 -0.21298 0.06116
{'state_locomotion' } 0.47813 0.076757 6.2291 1159 6.5533e-10 0.32753 0.62872
{'roi_group_Gp' } 0.091379 0.075187 1.2153 1159 0.22448 -0.05614 0.2389
{'state_is:roi_group_Gp' } 0.027365 0.092186 0.29685 1159 0.76663 -0.1535 0.20824
{'state_nrem:roi_group_Gp' } 0.12314 0.090755 1.3569 1159 0.17508 -0.054919 0.3012
{'state_quiet:roi_group_Gp' } 0.10323 0.10716 0.96339 1159 0.33556 -0.10701 0.31347
{'state_rem:roi_group_Gp' } 0.10179 0.097241 1.0467 1159 0.29543 -0.089001 0.29257
{'state_locomotion:roi_group_Gp'} -0.21197 0.1091 -1.9429 1159 0.052266 -0.42602 0.0020814
Random effects covariance parameters:
Group: dx_squared (21 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.27671
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 0.44001