Logit Regression Coefficients for Glycemic Control (HbA1c < 8%) by Depression and Patient Location, Adjusted for Covariates at Patient, Practice, and Neighborhood Levels
Without Depression-Rural Interactions in Model | With Depression-Rural Interactions in Model | |||
---|---|---|---|---|
Coefficient | P Value | Coefficient | P Value | |
Depression* | −0.150 | <.001 | −0.162 | <.001 |
Residential location† (ref. group Urban) | ||||
Large rural town | 0.018 | .031 | 0.012 | .289 |
Small rural town | −0.002 | .734 | −0.015 | .139 |
Interactions terms (ref. group Depression* Urban area) | ||||
(Depression)* (Large rural town) | 0.019 | .135 | ||
(Depression)* (Small rural town) | 0.051 | <.001 | ||
Patient-level control variables | ||||
Annual trend | −0.036 | <.001 | −0.036 | <.001 |
Patient age, years (ref. group aged 65 to 75) | ||||
18 to 44 | −0.840 | <.001 | −0.840 | <.001 |
45 to 54 | −0.609 | <.001 | −0.609 | <.001 |
55 to 64 | −0.273 | <.001 | −0.273 | <.001 |
Female | 0.122 | <.001 | 0.122 | <.001 |
Ischemic vascular disease* | −0.210 | <.001 | −0.210 | <.001 |
Type 1 diabetes | −0.844 | <.001 | −0.844 | <.001 |
Insurance (ref. group Commercial) | ||||
Medicare | 0.195 | <.001 | 0.195 | <.001 |
Medicaid | −0.224 | <.001 | −0.224 | <.001 |
Dual Medicare/Medicaid | −0.181 | <.001 | −0.181 | <.001 |
No insurance | −0.401 | <.001 | −0.401 | <.001 |
Unknown | −0.018 | .038 | −0.018 | .039 |
Practice-level control variables | ||||
Certified as a patient-centered medical home | 0.049 | <.001 | 0.049 | <.001 |
Practice ownership‡ (ref. group Large medical group) | ||||
Single-site medical group | −0.104 | .006 | −0.104 | .006 |
Small medical group | −0.087 | <.001 | −0.087 | <.001 |
Neighborhood-level (Patient ZIP Code) ACS control variables§ | ||||
Percent of population White, non-Hispanic | 0.0027 | <.001 | 0.0027 | <.001 |
Percent of adults with high school degree only | −0.0039 | <.001 | −0.0039 | <.001 |
Percent of adults with 4-year college degree | 0.0008 | .306 | 0.0008 | .319 |
Percent of households under the federal poverty level | −0.0031 | <.001 | −0.0030 | <.001 |
Intercept | 1.680 | <.001 | 1.684 | <.001 |
ACS, American Community Survey.
↵* Depression and ischemic vascular disease were reported by the primary care practice to MN Community Measurement (MNCM). MNCM suggested the use of the Major Depression or Dysthymia (DEP-01) Value Set and Ischemic Vascular Disease Value Set, but stated that “Any documentation of a new or existing diagnosis of depression [IV.D] during the measurement period [for IV.D: or year prior] is accepted.”
↵† Rurality was determined by mapping patient ZIP code to Rural-Urban Commuting Areas, and summarizing to the WWAMI Rural Health Research Center’s Categorization B. (https://depts.washington.edu/uwruca/index.php).
↵‡ Small medical groups were defined as 2 to 11 primary care sites; large medical groups were defined as 12 or more primary care sites.
↵§ Coefficients represent the impact of a one percentage-point increase in the ACS-based statistic (e.g., 50% to 51%). Educational distribution was represented by percentage of adults with a high school degree but no 4-year college degree, and percentage with a 4-year college degree. We omitted the percentage without a high school degree to avoid collinearity in the estimation. A U-shaped impact of educational distribution in the patient’s neighborhood was evident, with neighborhoods more heavily weighted toward the high-school-only category showing poorer glycemic control.