Evidence map›Paper›PMID 41857389›Full record

ArticleScientific reports2026

Utilization of eye care services and associated factors among adults with diabetes mellitus attending a tertiary teaching hospital in Northern Uganda.

Timothy Alem, Morrish Obol Okello, Jerome Ochieng, Habbert Okello, Emmanuel Kalibbala, Felix Bongomin, Francis Sebabi Onen

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Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Timothy AlemFaculty of Medicine, Gulu University, P.O. Box 166, Gulu, Uganda.
Morrish Obol OkelloFaculty of Medicine, Gulu University, P.O. Box 166, Gulu, Uganda. morrishokello2016@gmail.com.
Jerome OchiengFaculty of Medicine, Gulu University, P.O. Box 166, Gulu, Uganda.
Habbert OkelloFaculty of Medicine, Gulu University, P.O. Box 166, Gulu, Uganda.
Emmanuel KalibbalaFaculty of Medicine, Gulu University, P.O. Box 166, Gulu, Uganda.
Felix BongominDepartment of Medical Microbiology and Immunology, Faculty of Medicine, Gulu University, Gulu, Uganda.
Francis Sebabi OnenDepartment of Ophthalmology, Faculty of Medicine, Gulu University, Gulu, Uganda.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Diabetic retinopathy and vascular complications are significant causes of visual impairment with diabetes mellitus (DM), yet eye care service utilization remains low in many low-income settings. We determined eye care service utilization and associated factors among adults with DM attending the Gulu Regional Referral Hospital (GRRH) in Northern Uganda. A hospital-based cross-sectional study was conducted from January to November 2024. Adults aged ≥ 18 years were consecutively enrolled. Data were collected using a pre-tested, semi-structured questionnaire administered via face-to-face interviews. Eye care service utilization was evaluated with a single question, “Have you had an eye check-up in the last 5 years?” with Yes/No responses. Multivariable logistic regression to identify factors associated with eye care utilization. A P < 0.05 was considered statistically significant. Of 419 participants, 196 (46.8%, 95% CI: 42.0%–51.7%) had undergone an eye check-up. The median age was 54 years (IQR: 40–65), with 70.4% (n = 295) female and 94.0% (n = 394) having Type 2 DM. Attaining secondary (aOR: 2.99, 95% CI: 1.48–6.03, P = 0.002) or tertiary, 95% CI: 1.02–6.80, P = 0.046), DM duration of 1–5 years (aOR: 2.12, 95% CI: 1.00–4.48, P = 0.049), 5–10 years (aOR: 4.15, 95% CI: 1.84–9.35, P = 0.001), ≥ 10 years (aOR: 3.60, 95% CI: 1.68–7.75, P = 0.001), and good knowledge of diabetes-related eye complications (aOR: 1.57, 95% CI: 1.00–2.45, P = 0.048) were significantly associated with eye care utilization. Less than half of diabetic patients at GRRH utilized eye care services in the past five years, with higher education, longer diabetes duration, and knowledge of ocular complications significantly associated with utilization. Targeted health education and integrated eye care services within diabetic clinics are recommended to improve utilization and reduce visual impairment. Limitations include potential recall bias and single-center design.

Indexed as

Diabetes Mellitus, Type 2Diabetic RetinopathyPatient Acceptance of Health CareAdultAgedCross-Sectional StudiesFemaleHospitals, TeachingHumansMaleMiddle AgedSurveys and QuestionnairesTertiary Care CentersUgandaDiabetes mellitusDiabetic retinopathyEye care utilizationGulu Regional Referral HospitalUganda

Identifiers

PMID41857389
PMCPMC13139451

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.