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_xy_size ~ 1 + state*roi_group + (1 | dx_squared)
Model fit statistics:
AIC BIC LogLikelihood Deviance
1855.6 1926.5 -913.79 1827.6
Fixed effects coefficients (95% CIs):
Name Estimate SE tStat DF pValue Lower Upper
{'(Intercept)' } 1.423 0.0778 18.291 1159 7.4061e-66 1.2704 1.5757
{'state_is' } -0.51334 0.078519 -6.5378 1159 9.3352e-11 -0.6674 -0.35929
{'state_nrem' } -0.39166 0.077201 -5.0732 1159 4.5528e-07 -0.54313 -0.24019
{'state_quiet' } -0.47959 0.08989 -5.3353 1159 1.1464e-07 -0.65596 -0.30323
{'state_rem' } -0.53476 0.08268 -6.4678 1159 1.463e-10 -0.69698 -0.37254
{'state_locomotion' } 0.77311 0.091002 8.4956 1159 5.97e-17 0.59457 0.95166
{'roi_group_Gp' } 0.082758 0.089167 0.92812 1159 0.35354 -0.092189 0.2577
{'state_is:roi_group_Gp' } 0.16921 0.10932 1.5478 1159 0.12195 -0.045284 0.3837
{'state_nrem:roi_group_Gp' } 0.16964 0.10763 1.5761 1159 0.11527 -0.041531 0.38081
{'state_quiet:roi_group_Gp' } 0.25781 0.12706 2.0289 1159 0.042692 0.0085048 0.50711
{'state_rem:roi_group_Gp' } 0.2712 0.11532 2.3517 1159 0.018852 0.044943 0.49745
{'state_locomotion:roi_group_Gp'} -0.39776 0.12938 -3.0744 1159 0.0021587 -0.65161 -0.14392
Random effects covariance parameters:
Group: dx_squared (21 Levels)
Name1 Name2 Type Estimate
{'(Intercept)'} {'(Intercept)'} {'std'} 0.1691
Group: Error
Name Estimate
{'sqrt(Dispersion)'} 0.52182