Evidence map›Paper›PMID 42583087›Full record

ArticleJournal of public health research2026

Utilization patterns of eye care services among women in outreach camps: A retrospective study from Nepal.

Ranjan Shah, Alina Sapkota, Sabina Shrestha, Sailesh Kumar Mishra, Manish Gautam, Anil Paudel, Anup Subedi, Nisha Jha, Sanju Maharjan, Reena Yadav and 5 more

Abstract read
In one paragraph

Article in Journal of public health research, 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

15 authors.

Ranjan ShahNepal Netra Jyoti Sangh, Tripureshwor, Kathmandu, Nepal.ORCID https://orcid.org/0000-0003-4855-8751
Alina SapkotaDepartment of Ophthalmology, Dhaulagiri Hospital, Baglung, Nepal.
Sabina ShresthaNepal Netra Jyoti Sangh, Tripureshwor, Kathmandu, Nepal.
Sailesh Kumar MishraNepal Netra Jyoti Sangh, Tripureshwor, Kathmandu, Nepal.
Manish GautamDepartment of Research, Anweshan Pvt. Ltd, Lalitpur, Nepal.ORCID https://orcid.org/0009-0001-6059-2197
Anil PaudelDepartment of Research, Anweshan Pvt. Ltd, Lalitpur, Nepal.
Anup SubediDepartment of Ophthalmology, Himalaya Eye Hospital, Pokhara, Nepal.ORCID https://orcid.org/0000-0001-7770-0695
Nisha JhaDepartment of Pharmacology, Kist Medical College and Teaching Hospital, Lalitpur, Nepal.
Sanju MaharjanDepartment of Research, Anweshan Pvt. Ltd, Lalitpur, Nepal.
Reena YadavNepal Netra Jyoti Sangh, Tripureshwor, Kathmandu, Nepal.
Suruchi ShahiDepartment of Research, Anweshan Pvt. Ltd, Lalitpur, Nepal.
Chet Raj PantNepal Netra Jyoti Sangh, Tripureshwor, Kathmandu, Nepal.
Bharat Bahadur ChandNepal Netra Jyoti Sangh, Tripureshwor, Kathmandu, Nepal.
Amrit PoudelDepartment of Research, Anweshan Pvt. Ltd, Lalitpur, Nepal.
Krishna KhadkaDepartment of Research, Anweshan Pvt. Ltd, Lalitpur, Nepal.ORCID https://orcid.org/0009-0004-2525-8603

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Vision impairment remains a major global public health concern, with persistent gender disparities in access to eye care services, particularly in low- and middle-income countries. Evidence from Nepal suggests inequities in service utilization despite expanded outreach programs. This study aimed to examine gender-specific patterns of eye care service utilization in outreach settings. Design and Methods: This retrospective cross-sectional study analyzed secondary data from 43,848 individuals screened at diagnostic, screening, and treatment (DST) and surgical outreach camps organized by 23 Nepal Netra Jyoti Sangh hospitals across all seven provinces of Nepal between 2020-2024. Demographic, clinical, and service-utilization data were summarized descriptively, and associations were tested using chi-square analysis (SPSS v23; p<0.05). Results: Women accounted for 53.1% (n=23,290) of service users, with slightly higher outreach participation than men (75.6% vs. 74.5%). However, women's participation declined with age, from 78.9% in those under 60 years to 60.5% in those aged ≥80 years. Cataract was the predominant diagnosis (n=42,239; 96.3%), more frequent among women (52.8%), while trauma-related surgeries were more common in men (78.6%). Follow-up rates were higher among patients treated by female surgeons (60.4%) compared to male surgeons (49.1%) (p<0.001). In multivariable analysis, patient gender showed a minimal association with follow up (AOR= 1.04, 95%CI: 1.00 -1.08). In contrast, patient treated by female surgeon was independently associated with higher odds of follow up (AOR:1.45, 95%CI: 1.39 -1.51). Significant provincial variation in follow-up attendance was observed, with significantly higher odds in most provinces compared to Sudurpaschim Province. Patient received service though surgical camp had the highest likelihood of follow up compared to walk-in patients (AOR=3.79). Conclusion: The finding highlights eye care service utilization varied by gender, age, patient residence, outreach modality in Nepal. Follow up was more influenced by surgeon gender and outreach modalities than by patient gender alone. Targeted, gender-responsive strategies are needed to improve equitable access and strengthen continuity of care, particularly for older women.

Indexed as

accessblindnessequityeye healthgenderNepal

Identifiers

PMID42583087
PMCPMC13459664

What Socratic holds

Textmetadata
LicenceCC BY-NC
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 Socratic graph.