Evidence map›Paper›PMID 42179825›Full record

ArticleFrontiers in digital health2026

Teleophthalmology adoption and perceived barriers among Colombian general practitioners: a cross-sectional study.

Valentina Loaiza-Guevara, Juliana P Martinez-Rivera, Natalia Restrepo, Laura Quintero-Patino, Andrea Pinto-Arias, Luis Miguel Martinez, Wendy M Rincón-Hernández, Alice Gaibor-Pazmiño, Juan S Izquierdo-Condoy

Abstract read
In one paragraph

Article in Frontiers in digital health, 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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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Valentina Loaiza-GuevaraFacultad de Medicina, Universidad del Norte, Barranquilla, Colombia.
Juliana P Martinez-RiveraFacultad de Medicina, Universidad del Norte, Barranquilla, Colombia.
Natalia RestrepoFacultad de Medicina, Fundación Universitaria Autónoma de las Américas, Pereira, Colombia.
Laura Quintero-PatinoFacultad de Medicina, Universidad de Caldas, Manizales, Colombia.
Andrea Pinto-AriasFacultad de Medicina, Universidad Autónoma de Bucaramanga, Bucaramanga, Colombia.
Luis Miguel MartinezFacultad de Medicina, Universidad Militar Nueva Granada, Bogotá, Colombia.
Wendy M Rincón-HernándezFacultad de Medicina, Fundación Universitaria San Martin, Bogotá, Colombia.
Alice Gaibor-PazmiñoOne Health Research Group, Universidad de las Américas, Quito, Ecuador.
Juan S Izquierdo-CondoyOne Health Research Group, Universidad de las Américas, Quito, Ecuador.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Telemedicine has improved access to healthcare, reduced costs, and minimized infection risks, particularly during the COVID-19 pandemic. Teleophthalmology may enhance access to eye care, but its adoption remains limited by barriers such as inadequate training and insufficient infrastructure. Objectives: To assess perceptions, self-reported ophthalmologic confidence, and perceived barriers related to teleophthalmology among Colombian general practitioners. Methods: We conducted a cross-sectional online survey between February and May 2024 using a 31-question questionnaire covering demographics, prior training, telemedicine experiences, ophthalmologic confidence, and teleophthalmology perceptions. Composite Likert-based scores were categorized into three levels. Internal consistency was assessed using Cronbach's alpha, and associations were evaluated using chi-square tests and multivariable binary logistic regression. Results: Among 489 participants, most were women (62.2%), aged 21-30 years (70.1%), and had 0-5 years of professional experience (65.6%). Undergraduate telemedicine training was uncommon (9.0%), and prior teleophthalmology experience was rare (1.8%). Confidence in ophthalmologic knowledge was mostly moderate (45.6%), whereas 57.3% reported positive perceptions of teleophthalmology. In adjusted analyses, greater undergraduate ophthalmology training was independently associated with high ophthalmologic confidence, with a dose-response pattern, including 51-100 h (aOR: 8.82, 95% CI: 2.88-27.08) and >100 h (aOR: 14.71, 95% CI: 3.86-55.97). Prior experience providing telemedicine consultations was also associated with high confidence (aOR: 1.92, 95% CI: 1.16-3.18). Moderate ophthalmologic confidence was independently associated with positive teleophthalmology perception (aOR: 2.46, 95% CI: 1.60-3.80). Conclusions: Colombian general practitioners showed generally favorable perceptions of teleophthalmology despite limited prior exposure and persistent concerns regarding privacy, workload, job security, training, and implementation readiness. Strengthening ophthalmology and telemedicine training, together with digital readiness, may support teleophthalmology integration into routine practice.

Indexed as

general practitionershealthcare accessknowledge confidenceophthalmology educationtelemedicineteleophthalmology

Identifiers

PMID42179825
PMCPMC13190563

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.