Evidence map›Paper›PMID 40734197›Full record

ArticleThe Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association2025

Urban-rural differences in the age of US physicians.

Ryan J Crowley, Jag S Lally, David M Kline, Amanda M Bunting

Abstract read
In one paragraph

Article in The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
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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

4 authors.

Ryan J CrowleyDepartment of Population Health, New York University Grossman School of Medicine, New York City, New York, USA.ORCID https://orcid.org/0000-0002-1482-5631
Jag S LallyDepartment of Dermatology, University of Rochester Medical Center, Rochester, New York, USA.
David M KlineDepartment of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston-Salem, North Carolina, USA.
Amanda M BuntingDepartment of Population Health, New York University Grossman School of Medicine, New York City, New York, USA.

Funding

Project-005UL1TR001445 · NCATS · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI BREDELLA, MIRIAM ANTOINETTE, HOCHMAN, JUDITH S · 2015 to 2025
$103.5M
Development of a novel polysubstance assessment tool for vulnerable subpopulationsK01DA053435 · NIDA · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI BUNTING, AMANDA M · 2021 to 2025
$909k
NCATS NIH HHS UL1 TR001445NIDA NIH HHS K01 DA053435NIH HHS K01DA053435
6 · The paper itself

Abstract

purposeTo assess county-level and specialty-level age differences between urban and rural physicians.

methodsWe linked the 2008-2021 Medicare Data on Provider Practice and Specialty (MD-PPAS) dataset with the 2024 Doctors and Clinicians national downloadable file. We assessed specialty-level differences in the age of rural versus urban physicians using Rural-Urban Continuum Codes (RUCC) with four groups: urban (RUCC 1-3), large rural (RUCC 4-5), small rural (RUCC 6-7), and isolated rural (RUCC 8-9). We analyzed the relationship between rurality and physician age using choropleth graphs, spatial clustering, and univariable regression.

findingsOur final cohort comprised 571,886 physicians. The mean ages of physicians were higher in rural counties (large rural: 53.1 years; small rural: 53.3 years; isolated rural: 53.5 years) than urban counties (52.5 years; p value <0.001). Some specialties including medical oncology, palliative care, and thoracic surgery showed particularly large age differences with older physicians in more rural areas. There were clusters of older physicians in the South and clusters of younger physicians in the Mountain West and Midwest. Rurality was strongly associated with clusters of older physicians (odds ratio [OR]: 3.8; 95% confidence interval [CI], 2.6-5.5), and the percentage of households with broadband internet subscription was strongly associated with clusters of younger physicians (OR: 2.6; 95% CI, 2.2-3.0).

conclusionsRural physicians were older than urban physicians with certain specialties and regions demonstrating large age disparities. The aging of rural physicians could worsen existing urban-rural health care disparities. Initiatives focusing on recruiting and retaining rural physicians should target specific regions and specialties to ameliorate these inequities.

Indexed as

PhysiciansRural PopulationUrban PopulationAdultAgedAge FactorsFemaleHumansMaleMedicareMiddle AgedUnited Statesaccess to caredemographygeographyhealth disparitiesphysician supply

Identifiers

PMID40734197
PMCPMC12912190

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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.