Research Article

Multilevel and Urban Health Modeling of Risk Factors for Diabetes Mellitus: A New Insight into Public Health and Preventive Medicine

Table 3

Odds ratios (95 CI%) for the likelihood of neighborhoods (NBH) with higher prevalence of diabetes mellitus (DM) versus NBHs with lower prevalence of DM.

NBHs with DM rate
ModelsAdjusted for 13.98% versus <13.98%% of excess
DM rate
accounted
OR(95% CI)

M1aAge, sex, and survey years1.824(1.63–2.04)
M2M1 + race/ethnicity1.570(1.40–1.76)30.83
M3M1 + education 1.726 (1.54–1.93)11.89
M4bM1 + 3 behavior risk factors 1.790(1.60–2.00)4.13
M5M1 + overweight and obese1.673(1.49–1.88)18.33
M6cM1 + PSE index1.724(1.54–1.93)12.14

M7M3–M6 (all preventable factors)1.560(1.39–1.75)32.04
M8All covariates in M2–M61.403(1.24–1.58)51.09

M1: adjusted for age (years), sex (1 = M, 2 = W), and survey years (period 2 versus 1).
M4: 3 behavioral risk factors: smoking status, physical activity, and vegetable/fruit intake.
PSE index: physical and social environmental index (towards worse).