Table 8.
Standardized coefficient estimates from the spatial scale (SS) forward stepwise model of BMI z-scores with no random effect (RE) in comparison to standardized coefficient estimates from three mixed models with a RE at the census block group (CBG), the census tract (CT), and the CBG and CT. The mixed models were fit using the covariates that were chosen by the SS stepwise algorithm. The horizontal dashed line separates the individual-level variables and the neighborhood-level variables considered at multiple spatial scales.
Explanatory Variable | No RE | RE at CBG | RE at CT | RE at CBG and CT |
---|---|---|---|---|
Visit Age | 0.080 (*) | 0.081 (*) | 0.081 (*) | 0.081 (*) |
Black | 0.043 (*) | 0.042 (*) | 0.042 (*) | 0.042 (*) |
Distance to Medical Center | 0.013 (+) | 0.014 (+) | 0.013 (+) | 0.014 (+) |
Population Density_CT | −0.033 (*) | −0.028 (*) | −0.028 (*) | −0.027 (*) |
% Hispanic White_CT | 0.034 (*) | 0.032 (*) | 0.032 (*) | 0.032 (*) |
% Hispanic Black_CT | 0.022 (*) | 0.016 (+) | 0.019 (*) | 0.017 (+) |
Median Household Income_CT | −0.058 (*) | −0.052 (*) | −0.053 (*) | −0.052 (*) |
% Renter_CT | −0.035 (*) | −0.031 (*) | −0.030 (*) | −0.030 (*) |
% Vacant_CT | 0.016 (*) | 0.016 (+) | 0.018 (*) | 0.017 (*) |
Personal Crime Index_CBG | −0.021 (*) | −0.021 (*) | −0.024 (*) | −0.022 (*) |
Park Density_CT | 0.011 (+) | 0.010 | 0.010 | 0.009 |
Exercise Equipment_CBG | −0.040 (*) | −0.046 (*) | −0.043 (*) | −0.046 (*) |
Notes: Values marked with (*) have a p-value < 0.05, and values marked with (+) have an associated p-value < 0.1.