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DOI 10.1016/j.diabres.2026.113468

Медицинская библиотека · Diabetes research and clinical practice · 2026

Mapping diabetic eye exam non-adherence across urban-rural communities: A GIS-based regional analysis of socioeconomic disadvantage in the Rochester, NY Metropolitan Statistical Area.

Dogra Neil Sai, Mousazadeh Hossein, Geiss Michael Patrick, Li Rebecca Zheng, Gearinger Talia C, Delmerico Alan M, Ramchandran Rajeev S

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Аннотация

AIMS: Diabetic eye examinations prevent vision loss, yet adherence varies across communities. We examined ZIP Code Tabulation Area (ZCTA)-level socioeconomic and spatial determinants of diabetic eye exam non-adherence across the Rochester, NY Metropolitan Statistical Area (MSA).

METHODS

We conducted a retrospective cross-sectional GIS analysis of adults with diabetes in a university-affiliated primary care network. Healthcare Effectiveness Data and Information Set (HEDIS)-defined eye exam adherence was aggregated by patient address ZIP code to ZCTAs. Predictors were poverty rate, Medicaid enrollment, and rurality. Analyses included community-type comparisons, ordinary least-squares regression, stratified regression, and bivariate choropleth mapping.

RESULTS

Mean non-adherence was 33.2%. Mean rates were similar in urban, suburban, and rural ZCTAs (33.2%, 31.9%, and 33.7%; F = 0.23, p = 0.795), although rural ZCTAs showed greater variability. Poverty was associated with non-adherence in univariate analysis (β = 0.304, p < 0.001) and after adjustment for rurality and Medicaid enrollment (β = 0.342, p < 0.001). Medicaid enrollment was significant only in univariate analysis. Rurality was not associated overall. GIS maps showed overlap between high non-adherence, poverty, and Medicaid in urban core ZCTAs.

CONCLUSIONS

GIS mapping can help health systems identify priority ZCTAs for teleophthalmology, mobile eye care, patient navigation, referral support, and targeted primary care outreach.

Для цитирования: Dogra Neil Sai, Mousazadeh Hossein, Geiss Michael Patrick, Li Rebecca Zheng, Gearinger Talia C, Delmerico Alan M, Ramchandran Rajeev S. Mapping diabetic eye exam non-adherence across urban-rural communities: A GIS-based regional analysis of socioeconomic disadvantage in the Rochester, NY Metropolitan Statistical Area.. Diabetes research and clinical practice. 2026. DOI: 10.1016/j.diabres.2026.113468.

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