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Currently submitted to: JMIR Diabetes

Date Submitted: Jul 5, 2026
Open Peer Review Period: Jul 13, 2026 - Sep 7, 2026
(currently open for review)

Warning: This is an author submission that is not peer-reviewed or edited. Preprints - unless they show as "accepted" - should not be relied on to guide clinical practice or health-related behavior and should not be reported in news media as established information.

Implementing Diabetic Eye Care in Rural Primary Care: A Qualitative Study of Teleophthalmology and Pop-Up Clinics

  • Nisha Arya; 
  • Victoria Koltchine; 
  • Talia Gearinger; 
  • Sherianne Buehler; 
  • Reza Yousefi-Nooraie; 
  • Rajeev Ramchandran

ABSTRACT

Background:

Diabetic retinopathy is the leading cause of blindness in working-age US adults. Fewer than half of patients with diabetes in underserved rural areas complete recommended screening that could prevent blindness. Store-and-forward teleophthalmology and mobile pop-up eye clinics have each been shown to improve screening access, but studies examining the implementation of both modalities coexisting within the same rural primary care system are lacking.

Objective:

To identify multilevel facilitators and barriers to implementing teleophthalmology and pop-up eye clinics for diabetic eye care in two rural primary care clinics in upstate New York.

Methods:

We conducted a qualitative implementation study with prospective semistructured interviews and retrospective descriptive electronic health record (EHR) data at two university-affiliated primary care clinics classified as “isolated rural”, guided by the Consolidated Framework for Implementation Research (CFIR). EHR data from 885 adults with diabetes were used to characterize patient demographics and eye care utilization. Qualitative interviews were the primary data source for identifying implementation facilitators and barriers. Patients were categorized into three groups: eye exam with an eye doctor (n=586), on-site primary care-based eye exam (n=91; teleophthalmology n=39, pop-up clinic n=52), or no recent eye exam (n=208). Semistructured interviews were conducted with 20 patients (5 per subgroup) and 14 staff members (primary care clinicians, optometrists, administrative personnel), purposively sampled to capture diverse perspectives across eye care pathways and roles. Interviews were coded using CFIR domains and analyzed thematically until no new themes emerged.

Results:

Patients in the on-site primary care eye exam group were the most socially disadvantaged, with the lowest proportions reporting no transportation needs (46.2%), no housing instability (30.8%), and no food insecurity (39.6%). Over 18 months, 58.4% of scheduled pop-up clinic appointments were completed, and 92.3% of teleophthalmology images were gradable. Pop-up clinics detected higher rates of diabetic retinopathy (21.2% versus 7.7%), cataract (55.8% versus 7.7%), and reduced visual acuity (44.2% versus 28.2%) than teleophthalmology. Qualitative analysis revealed that patients viewed both modalities as a convenient "one-stop shop" and valued trust in primary care staff. Staff identified complementary barriers: training and workflow complexity for teleophthalmology and underutilization and scheduling challenges for pop-up clinics. Implementation champions across clinical and administrative roles proposed an integrated workflow in which same-day teleophthalmology becomes a default component of annual diabetes visits, with targeted referral to pop-up clinics for patients with abnormal findings.

Conclusions:

Primary care-based eye programs in isolated rural settings preferentially reached socially vulnerable patients with diabetes and detected substantial unmet eye pathology. However, operating teleophthalmology and pop-up clinics as separate programs led to inefficiencies in both. A stakeholder-driven integrated model embedding teleophthalmology into routine diabetes care with targeted pop-up clinic referral may improve reach, efficiency, and sustainability of diabetic eye screening in rural populations.


 Citation

Please cite as:

Arya N, Koltchine V, Gearinger T, Buehler S, Yousefi-Nooraie R, Ramchandran R

Implementing Diabetic Eye Care in Rural Primary Care: A Qualitative Study of Teleophthalmology and Pop-Up Clinics

JMIR Preprints. 05/07/2026:106290

DOI: 10.2196/preprints.106290

URL: https://preprints.jmir.org/preprint/106290

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