Table 5 Random intercept and model fit statistics comparison of multilevel mixed effect multinomial logistic regression model
Measures | Model 1 (null model) | Model 2 (individual-level) | Model-3 ( community-level) | Model 4 (full model) |
|---|---|---|---|---|
Random effects | ||||
 Variance | 0.61 | 0.43 | 0.32 | 0.21 |
 ICC | 15.6% | 11.6% | 8.9% | 6.00% |
 PCV | Reference | 24.4% | 29.3% | 48.8% |
Model fitness | ||||
 AIC | 148,256.9 | 137,392.5 | 14,602.74 | 137,020.4 |
 BIC | 148,285.1 | 138,003.9 | 14,781.7 | 137,688.3 |
 Log-likelihood | -74,125.4 | -68,631.2 | -72,422.3 | -68,439.2 |
 Deviance | 148,250.8 | 137,262.4 | 144,844.6 | 136,878.4 |