Evidence map›Paper›PMID 42776804›Full record

ArticleVision (Basel, Switzerland)2026

Global Ophthalmology Research Output Relative to Disease Burden and National Income, 2011-2021.

Siddharth Gandhi, Michael Balas, Rachel Curtis, Tianwei Ellen Zhou, Ya-Ping Jin, Peng Yan

Abstract read
In one paragraph

Article in Vision (Basel, Switzerland), 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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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

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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

6 authors.

Siddharth GandhiFaculty of Medicine, Queen's University, Kingston, ON K7L 3J8, Canada.ORCID 0009-0001-4839-5182
Michael BalasDepartment of Ophthalmology and Vision Sciences, University of Toronto, Toronto, ON M5T 3A9, Canada.ORCID 0000-0002-5948-0331
Rachel CurtisDepartment of Ophthalmology, Queen's University, Kingston, ON K7L 5G2, Canada.ORCID 0000-0002-4997-6034
Tianwei Ellen ZhouDepartment of Ophthalmology, Queen's University, Kingston, ON K7L 5G2, Canada.
Ya-Ping JinDepartment of Ophthalmology and Vision Sciences, University of Toronto, Toronto, ON M5T 3A9, Canada.
Peng YanDepartment of Ophthalmology and Vision Sciences, University of Toronto, Toronto, ON M5T 3A9, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeTo characterize ophthalmology research output relative to disease burden and national economic capacity after accounting for population size.

methodsWe analyzed Scopus publications, Global Burden of Disease disability-adjusted life years (DALYs), and World Bank economic and population data from 2011 to 2021. Negative binomial and Gamma models evaluated publication volume and positive citation-weighted impact, adjusting for DALYs, gross domestic product (GDP) per capita, population, disease category, and publication year.

resultsRefractive disorders accounted for 45.4% of DALYs and 23.2% of publication volume; cataract, 44.7% and 29.8%; glaucoma, 5.2% and 30.6%; and age-related macular degeneration, 3.8% and 15.2%. High-income countries accounted for 11.8% of burden, 67.2% of publication volume, and 74.2% of citation-weighted impact; lower-middle-income countries accounted for 49.1%, 7.9%, and 6.8%, respectively. DALYs were not independently associated with publication volume (adjusted count ratio [aCR], 0.99; 95% confidence interval [CI], 0.98-1.01;

conclusionsAfter accounting for population size, absolute disease burden was not independently associated with publication volume, whereas national economic capacity remained strongly associated with both outcomes. These patterns should inform research and service-delivery priorities.

Indexed as

bibliometricsdisability-adjusted life yearsglobal healthhealth disparitiesophthalmologyresearch prioritization

Identifiers

PMID42776804
PMCPMC13600168

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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.