Evidence map›Paper›PMID 42574396›Full record

ArticlePloS one2026

Beyond prevalence: A complete catchment eye health system profile using rapid assessment of avoidable blindness, a population-based eye health survey, and the first implementation of the newly developed health system module.

Shalinder Sabherwal, Ian McCormick, Mohd Javed, Jacqueline Ramke, Shamanna B R, Sandeep Buttan, Atanu Majumdar, Pushkar Silwal, Simrat Chandi, Basitali Lakhani and 4 more

Abstract read
In one paragraph

Article in PloS one, 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

What it found

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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

14 authors.

Shalinder SabherwalDr Shroff's Charity Eye Hospital, Kedarnath Lane, Daryaganj, New Delhi, India.ORCID 0000-0001-7687-0748
Ian McCormickLondon School of Hygiene & Tropical Medicine, London, United Kingdom.
Mohd JavedDr Shroff's Charity Eye Hospital, Kedarnath Lane, Daryaganj, New Delhi, India.
Jacqueline RamkeLondon School of Hygiene & Tropical Medicine, London, United Kingdom.ORCID 0000-0002-5764-1306
Shamanna B RUniversity of Hyderabad, C.R. Rao Road, Central University Gachibowli, Hyderabad, Telangana, India.
Sandeep ButtanDr Shroff's Charity Eye Hospital, Kedarnath Lane, Daryaganj, New Delhi, India.
Atanu MajumdarDr Shroff's Charity Eye Hospital, Kedarnath Lane, Daryaganj, New Delhi, India.
Pushkar SilwalUniversity of Auckland, Auckland Central, Auckland, New Zealand.
Simrat ChandiDr Shroff's Charity Eye Hospital, Kedarnath Lane, Daryaganj, New Delhi, India.
Basitali LakhaniDr Shroff's Charity Eye Hospital, Kedarnath Lane, Daryaganj, New Delhi, India.
Shreya TyagiDr Shroff's Charity Eye Hospital, Kedarnath Lane, Daryaganj, New Delhi, India.
Utsav DeepDr Shroff's Charity Eye Hospital, Kedarnath Lane, Daryaganj, New Delhi, India.
Vaibhav JainDr Shroff's Charity Eye Hospital, Kedarnath Lane, Daryaganj, New Delhi, India.
Andrew BastawrousLondon School of Hygiene & Tropical Medicine, London, United Kingdom.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPlanning eye care services often relies on either population need or facility capability, but seldom both. We provide a complete catchment-level assessment by integrating Rapid Assessment of Avoidable Blindness epidemiological estimates with the new Health System Module..

methodsA population-based survey using the Rapid Assessment of Avoidable Blindness, including a diabetic retinopathy module, was conducted in a defined service area of a surgical centre and its affiliated vision centres. The Health System Module captured cataract, refractive, and diabetic retinopathy service availability and data quality across all major providers.

resultsOf the 4,095 participants enumerated, aged 50 and older, 3,867 (94.4%) were examined. The age- and sex-adjusted prevalence of blindness was 2.2%, higher in women (2.8%) than men (1.6%) (p < 0.001), while visual impairment affected 29.5%. Unoperated cataract accounted for 76.5% of blindness, 84.3% of severe, and 54.7% of moderate impairment; uncorrected refractive error caused 79.2% of mild impairment. Cataract surgical coverage was 59.6% at 6/12 and 70.3% at 6/18, with a 36.6% quality gap. A higher proportion of operated patients had a good outcome (74.4%) when surgery was performed within 2 years, compared with 57.0% when performed earlier (p < 0.0001). Distance refractive error coverage was 14.0%, lower among women (9.5%) than men (19.5%) (p < 0.001). Of the 14 providers, data on cataract surgeries were available from 12, on glasses from four, on visual acuity before and after surgery from one, and on DR services from none. Combined RAAB and Health System Module results showed that although the cataract surgical rate of 7,165 surgeries per million people annually exceeded the national average, an estimated 41,165 individuals had blindness or visual impairment from cataract in both eyes.

conclusionIntegrating RAAB with a structured health system assessment enabled a unique, comprehensive situational analysis linking epidemiological needs with service capacity. It also highlighted data gaps, feasibility and operational limitations regarding data for cataract, refractive, and diabetic retinopathy services in the region. This model can guide regional planning and strengthen monitoring of effective coverage. However, challenges in data collection can reduce the programmatic utility of the Health System Module.

Indexed as

BlindnessHealth SurveysAgedAged, 80 and overCataractCataract ExtractionCatchment Area, HealthDiabetic RetinopathyFemaleHumansMaleMiddle AgedPrevalenceRefractive Errors

Identifiers

PMID42574396
PMCPMC13456199

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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.