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