Table 6.
HbA1c | Model 1: Demographic Variables | Model 2: Model 1 + SES Variables | Model 3: Model 2 + Kessler 10 | Model 4: Model 3 + Stressors * | Model 5: Model 4 + Risk Factors * | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Predictors | Diff | S.E. | p | Diff | S.E. | p | Diff | S.E. | p | Diff | S.E. | p | Diff | S.E. | p |
Geotype | |||||||||||||||
Urban Formal | Ref | ref | ref | ref | ref | ||||||||||
Urban Informal | −0.105 | 0.067 | 0.117 | −0.033 | 0.074 | 0.659 | −0.029 | 0.074 | 0.701 | −0.001 | 0.073 | 0.991 | 0.023 | 0.075 | 0.761 |
Rural Informal (Tribal) | −0.043 | 0.072 | 0.550 | 0.043 | 0.078 | 0.586 | 0.049 | 0.078 | 0.531 | 0.041 | 0.079 | 0.608 | 0.039 | 0.078 | 0.619 |
Rural Formal (Farms) | 0.013 | 0.169 | 0.937 | 0.102 | 0.176 | 0.562 | 0.111 | 0.179 | 0.537 | 0.090 | 0.182 | 0.623 | 0.134 | 0.179 | 0.454 |
Sex | |||||||||||||||
Female | Ref | ref | ref | ref | ref | ||||||||||
Male | −0.021 | 0.067 | 0.756 | −0.019 | 0.061 | 0.763 | −0.017 | 0.061 | 0.787 | −0.034 | 0.061 | 0.580 | 0.117 | 0.069 | 0.091 |
Age in years | 0.019 | 0.002 | <0.001 | 0.019 | 0.002 | <0.001 | 0.019 | 0.002 | <0.001 | 0.018 | 0.002 | <0.001 | 0.016 | 0.002 | <0.001 |
Educational status | |||||||||||||||
No formal Schooling/Grade 0–7 | ref | ref | ref | ref | |||||||||||
Grade 8–12 (or Equivalent) | 0.010 | 0.111 | 0.928 | 0.017 | 0.114 | 0.883 | 0.001 | 0.112 | 0.994 | −0.003 | 0.113 | 0.976 | |||
Higher Education | −0.142 | 0.168 | 0.396 | −0.138 | 0.168 | 0.414 | −0.152 | 0.166 | 0.360 | −0.162 | 0.173 | 0.350 | |||
Household income in Rands | |||||||||||||||
<5000 | ref | ref | ref | ref | |||||||||||
≥5000 < 10,000 | 0.045 | 0.086 | 0.602 | 0.045 | 0.087 | 0.605 | 0.069 | 0.085 | 0.415 | 0.055 | 0.083 | 0.507 | |||
≥10,000 < 25,000 | −0.033 | 0.093 | 0.721 | −0.033 | 0.093 | 0.727 | −0.023 | 0.094 | 0.807 | −0.035 | 0.092 | 0.701 | |||
≥25,000 < 50,000 | 0.022 | 0.153 | 0.884 | 0.017 | 0.156 | 0.916 | 0.001 | 0.158 | 0.995 | −0.033 | 0.155 | 0.830 | |||
≥50,000 | 0.139 | 0.180 | 0.439 | 0.142 | 0.180 | 0.432 | 0.125 | 0.182 | 0.494 | 0.063 | 0.182 | 0.728 | |||
Asset-Based Wealth Index | |||||||||||||||
Quintile 1 (Lowest SES) | ref | ref | ref | ref | |||||||||||
Quintile 2 (Lower SES) | 0.111 | 0.086 | 0.195 | 0.115 | 0.085 | 0.178 | 0.101 | 0.088 | 0.252 | 0.099 | 0.086 | 0.253 | |||
Quintile 3 (Middle SES) | 0.063 | 0.089 | 0.476 | 0.066 | 0.088 | 0.458 | 0.059 | 0.088 | 0.509 | 0.058 | 0.087 | 0.510 | |||
Quintile 4 (Higher SES) | 0.152 | 0.100 | 0.128 | 0.156 | 0.099 | 0.116 | 0.157 | 0.101 | 0.121 | 0.132 | 0.105 | 0.206 | |||
Quintile 5 (Highest SES) | 0.268 | 0.182 | 0.141 | 0.276 | 0.180 | 0.127 | 0.303 | 0.180 | 0.093 | 0.253 | 0.178 | 0.157 | |||
Kessler10 Score | 0.006 | 0.006 | 0.304 | 0.007 | 0.006 | 0.187 | 0.005 | 0.005 | 0.290 | ||||||
Stressor indicators | |||||||||||||||
Hunger | 0.029 | 0.053 | 0.589 | 0.033 | 0.054 | 0.542 | |||||||||
Home Alcohol Stress | −0.100 | 0.089 | 0.263 | −0.093 | 0.082 | 0.259 | |||||||||
Crowding | −0.119 | 0.052 | 0.021 | −0.105 | 0.049 | 0.032 | |||||||||
Neighborhood Inaccessibility | −0.006 | 0.085 | 0.945 | −0.009 | 0.081 | 0.907 | |||||||||
Economic Stress | −0.004 | 0.067 | 0.952 | 0.010 | 0.065 | 0.877 | |||||||||
Conflict | −0.103 | 0.080 | 0.196 | −0.089 | 0.075 | 0.234 | |||||||||
Neighborhood Crime and Alcohol | −0.093 | 0.063 | 0.137 | −0.103 | 0.061 | 0.096 | |||||||||
Health indicators | |||||||||||||||
Family History of Diabetes | 0.373 | 0.096 | <0.001 | ||||||||||||
Underweight < 18.5 kg/m2 | ref | ||||||||||||||
Normal weight 18.5–24.9 kg/m2 | −0.022 | 0.074 | 0.763 | ||||||||||||
Overweight 25–29.9 kg/m2 | 0.108 | 0.120 | 0.369 | ||||||||||||
Obese ≥ 30 kg/m2 | 0.345 | 0.098 | <0.001 | ||||||||||||
Inactive Lifestyle | −0.046 | 0.063 | 0.466 | ||||||||||||
Low Fruit and Vegetables | 0.058 | 0.072 | 0.414 | ||||||||||||
High Sugar | −0.003 | 0.091 | 0.978 | ||||||||||||
High Fat | 0.002 | 0.094 | 0.986 | ||||||||||||
High Alcohol Use | −0.141 | 0.071 | 0.046 |
Bold indicates that the estimate is significant at the 0.05 alpha level. * Model also adjusts for alcohol use in the home.