Evidence map›Paper›PMID 42630989›Full record

ReviewCureus2026

Mobile Health Interventions for Enhancing Awareness and Screening of Diabetic Retinopathy: A Narrative Review of Behavior Change Strategies, Digital Health Ecosystems, and Implementation Frameworks.

Animesh Rai, Anandhi Ramachandran

Abstract readReview
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

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

2 authors.

Animesh RaiNon-Communicable Diseases and Maternal and Child Nutrition, Vitamin Angels, Lucknow, IND.
Anandhi RamachandranHealth Management, International Institute of Health Management Research, New Delhi, IND.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Diabetes mellitus continues to be one of the fastest-growing non-communicable diseases worldwide and is accompanied by an increasing burden of long-term microvascular complications, among which diabetic retinopathy remains one of the leading causes of preventable blindness among working-age adults. Because early-stage diabetic retinopathy frequently progresses without noticeable visual symptoms, timely retinal screening remains essential for preventing irreversible vision loss. Nevertheless, awareness of diabetic retinopathy, knowledge of recommended retinal examinations, and participation in preventive eye care services remain inadequate, particularly among individuals living in rural and resource-constrained settings.  The rapid expansion of digital technologies has created new opportunities for delivering health communication through mobile health (mHealth) interventions that are accessible, scalable, and capable of reaching geographically dispersed populations. Mobile-based communication strategies have demonstrated considerable potential for improving health knowledge, reinforcing preventive behaviors, supporting treatment adherence, and facilitating greater engagement with healthcare services. However, although the effectiveness of mHealth interventions has been demonstrated for several chronic diseases, evidence specifically addressing diabetic retinopathy awareness and retinal screening remains comparatively limited.  This narrative review critically synthesizes the available evidence on diabetic retinopathy awareness, screening behavior, barriers to preventive eye care, behavior change theories, mHealth interventions, digital health ecosystems, technology adoption models, and implementation frameworks relevant to diabetic retinopathy prevention. Evidence from public health, ophthalmology, behavioral science, digital health, and implementation research was examined to provide a comprehensive understanding of the factors influencing awareness, preventive health behavior, and retinal screening among individuals living with diabetes. The available evidence indicates that preventive eye care practices are influenced by a complex interaction of cognitive, behavioral, social, cultural, socioeconomic, and healthcare system determinants. Behavioral theories provide important conceptual foundations for designing communication strategies that extend beyond information dissemination to strengthen motivation, improve perceived susceptibility, reduce behavioral barriers, and encourage sustained participation in retinal screening. Simultaneously, implementation science frameworks provide structured approaches for improving the adoption, implementation, scalability, and sustainability of mHealth interventions within existing healthcare systems. Overall, the available evidence suggests that mobile-based behavior change interventions represent a promising strategy for strengthening diabetic retinopathy awareness, improving retinal screening uptake, and supporting preventive eye care among individuals living with diabetes. Future research should focus on culturally appropriate, theory-informed, and implementation-oriented mHealth interventions that are rigorously evaluated for effectiveness, feasibility, scalability, sustainability, and integration within routine healthcare systems, particularly among rural populations and other underserved communities.

Indexed as

behavior change communicationdiabetic retinopathyhealth literacymobile healthretinal screening

Identifiers

PMID42630989
PMCPMC13496382

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.