Evidence map›Paper›PMID 42390569›Full record

ArticleGraefe's archive for clinical and experimental ophthalmology = Albrecht von Graefes Archiv fur klinische und experimentelle Ophthalmologie2026

Eye care workforce density by provider type in urban and rural counties in the United States, 2010 to 2021.

Jaffer Shah, Harris Ahmed, Matthew B Weiss, Henriette Serhan, Carla G Dias, Szilárd Kiss, Kyle D Kovacs

Erratum issuedAbstract read
PubMed Publisher
In one paragraph

Article in Graefe's archive for clinical and experimental ophthalmology = Albrecht von Graefes Archiv fur klinische und experimentelle Ophthalmologie, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Jaffer ShahDepartment of Ophthalmology, Weill Cornell Medical College, Retina Service, 1305 York Avenue, New York, NY, 10021, USA.
Harris AhmedDepartment of Ophthalmology, Weill Cornell Medical College, Retina Service, 1305 York Avenue, New York, NY, 10021, USA.
Matthew B WeissDepartment of Ophthalmology, Weill Cornell Medical College, Retina Service, 1305 York Avenue, New York, NY, 10021, USA.
Henriette SerhanDepartment of Ophthalmology, Weill Cornell Medical College, Retina Service, 1305 York Avenue, New York, NY, 10021, USA.
Carla G DiasDepartment of Ophthalmology, Weill Cornell Medical College, Retina Service, 1305 York Avenue, New York, NY, 10021, USA.
Szilárd KissDepartment of Ophthalmology, Weill Cornell Medical College, Retina Service, 1305 York Avenue, New York, NY, 10021, USA.
Kyle D KovacsDepartment of Ophthalmology, Weill Cornell Medical College, Retina Service, 1305 York Avenue, New York, NY, 10021, USA. kyk9011@med.cornell.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeHealthcare provider geographic density patterns have been shown to play a role in healthcare disparities in the United States. This study examines these patterns specifically in ophthalmology and optometry across urban and rural communities.

methodsA cross-sectional study evaluating the Area Health Resource File was conducted according to the National Center for Health Statistics' Urban-Rural Classification Scheme. Ophthalmologist and optometrist density per 100 000 persons in each county was assessed annually, and a Chow test was conducted to evaluate the urban-rural distribution trend.

results3218 counties (472 large metropolitan, 763 small/medium metropolitan, and 1983 rural) were evaluated from 2010 to 2021. In this timeframe, it was found that urban counties had greater provider density than rural counties for both ophthalmology and optometry. Additionally, ophthalmologist density per 100 000 persons decreased from 2010 to 2021, while optometrist density increased in all county types. Counties with zero practicing nonfederal ophthalmologists ("dead zones") increased modestly from 60.7% in 2010, to 62.7% in 2021, disproportionately concentrated in rural counties.

conclusionsGeographic disparities in eye care access persist and may be widening, particularly in rural communities where ophthalmologist shortages are most pronounced. Although optometrist availability has increased, growing "dead zones" for specialty eye care raise concern for populations already at higher risk for vision-threatening disease, highlighting the need for targeted workforce and policy interventions.

Indexed as

Eye careHealthcare accessHealthcare disparityOphthalmologyOptometryProvider density

Identifiers

What Socratic holds

Textmetadata
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.