Table 3. Comparison of unexplained deviance in disparities in multi-variable models (N = 485 counties).
Model | |||||||
---|---|---|---|---|---|---|---|
Model Fit | M0: Unadjusted | M1: Adjusted for Region & Urbanicity Effect Modifiers | M2: M1 + Homogeneous (Non-Race/Ethnicity-Specific) Factors1 | M3: M2 + Race/Ethnicity-Specific Factors2 | M4: M2 + Non-Race/Ethnicity-Specific Effect Modifiers1 | M5: M3 + Race/Ethnicity-Specific Effect Modifiers2 | |
df Error | 965 | 948 | 928 | 927 | 908 | 906 | |
BIC | 10825 | 10385 | 10198 | 10195 | 10173 | 10092 | |
Mean3 | 0.86 | 0.86 | 0.86 | 0.86 | 0.86 | 0.87 | |
Adjusted PRR | 2.36 | 2.36 | 2.35 | 2.36 | 2.37 | 2.4 | |
Residual Variance | 0.41 | 0.17 | 0.18 | 0.18 | 0.11 | 0.09 | |
Total Unexplained Deviance4 | 1.15 | 0.91 | 0.91 | 0.91 | 0.86 | 0.85 | |
% Unexplained Deviance 5 | 64% | 81% | 80% | 81% | 87% | 90% | |
Unexplained Deviance Across Models (Diagonals) and Percentage of Deviance Explained by Effect Modifiers (Off-Diagonal) | M0 | 1.15 | 21% | 21% | 20% | 25% | 26% |
M1 | 0.91 | 0% | -1% | 5% | 6% | ||
M2 | 0.91 | 0% | 6% | 6% | |||
M3 | 0.91 | 6% | 7% | ||||
M4 | 0.86 | 1% | |||||
M5 | 0.85 |
aModels labeled with factors include just their main effects; models labeled with effect modifiers include main effects and interaction terms with ethnicity.
1 Includes the following factors: Female prevalence rate, % IDU, New diagnosis rate, GINI index, % high school education, income inequality ratio, social association rate, violent crime rate, % severe housing problems, % rural, drug overdose mortality rate, Gonorrhea rate, % uninsured, preventable hospitalization rate, healthcare costs, Latino population % change, % Puerto Rican, % not English proficient; % Latino living below poverty.
2 Includes the following factors: Population Ratio (% Latino/ % NL-White).
3 "Mean" coefficient represents the difference between Latino and NL- White log (PRR) after adjusting for county-level factors.
4 “Total Unexplained Deviance” is the sum of “Mean” and “Residual Variance”.
5 Percent unexplained deviance due to difference between Latino and NL- White log (PRR).