Meta-regression models explaining study heterogeneity on the association between income inequality and mortality
Variables (number of studies) | Bivariate | Multivariate | ||||||||||||||
Model 1 | Model 2 | Model 3 | Model 4 | |||||||||||||
β | SE | p | τ2* | β | SE | p | β | SE | p | β | SE | p | β | SE | p | |
Intercept | – | – | – | 0.027 | 0.023 | 0.23 | 0.047 | 0.024 | 0.05 | 0.045 | 0.034 | 0.19 | 0.045 | 0.024 | 0.06 | |
Average population (1000) | ||||||||||||||||
Small: 8–14 (4) | Referent | |||||||||||||||
Large: 470–4880 (5) | −0.033 | 0.025 | 0.19 | 2.8−3 | −0.040 | 0.021 | 0.06 | −0.010 | 0.026 | 0.69 | −0.015 | 0.028 | 0.59 | −0.010 | 0.026 | 0.70 |
Continuous (per 500 000 population) | −0.004 | 0.003 | 0.29 | 3.0−3 | ||||||||||||
Median GINI | ||||||||||||||||
<Median (=0.30) (4) | Referent | Referent | ||||||||||||||
≥Median (5) | 0.073 | 0.027 | 0.006 | 2.1−3 | 0.077 | 0.025 | 0.002 | |||||||||
Baseline data | ||||||||||||||||
≤1990 (6) | Referent | Referent | ||||||||||||||
>1990 (3) | 0.057 | 0.022 | 0.01 | 2.2−3 | 0.052 | 0.026 | 0.04 | |||||||||
Follow-up duration | ||||||||||||||||
≤7 years (4) | Referent | Referent | ||||||||||||||
>7 years (5) | 0.054 | 0.029 | 0.06 | 2.6−3 | 0.046 | 0.033 | 0.17 | |||||||||
Adjusting for area income | ||||||||||||||||
No (5) | Referent | Referent | ||||||||||||||
Yes (4) | 0.059 | 0.022 | 0.009 | 2.2−3 | 0.054 | 0.025 | 0.03 | |||||||||
τ2* | – | – | – | – | 1.8−3 | 2.3−3 | 2.7−3 | 2.3−3 |
Intercepts in these meta-regression models represent the degree of the associations between income inequality and mortality when explanatory variables are in a referent category or zero (for continuous explanatory variables).
↵* τ2 represents the magnitude of residual heterogeneity.