ArticleHealth services research2005
The geographic distribution of physicians revisited.
Article in Health services research, 2005. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 70 papers.
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.
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.
Who cites it
70 citing papers in PubMed.
- Fundus image diagnostic agreement in uveitis utilizing free and open source software.Canadian journal of ophthalmology. Journal canadien d'ophtalmologie · 2013Trial
- Cost effectiveness of a computer-delivered intervention to improve HIV medication adherence.BMC medical informatics and decision making · 2013Trial
- Associations Between Neighborhood Social Vulnerability and the Distribution of Rhinologists in the United States.Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery · 2026Article
- Regional convergence and spatial dynamics of physician workforce distribution across regions in Türkiye (2008-2023).BMC health services research · 2026Article
- Understanding the Supply, Demand, and Adequacy of the General Internal Medicine Physician Workforce in the United States: Projections to 2037.Journal of general internal medicine · 2026Article
- Association Between Child Welfare Facilities and Distribution of Doctors in Japan: An Observational Study.Cureus · 2026Article
- Where do our students go? A blueprint for quantifying the local retention effect and its reach by tracking the career paths of medical students.GMS journal for medical education · 2026Article
- Coordinating the Medical Division of Labour: The Travails of Electronic Patient Records in the United Kingdom and United States.Sociology of health & illness · 2025Article
- Social Vulnerability Index as a Tool to Evaluate the Distribution of Head and Neck Oncology Surgeons.The Laryngoscope · 2025Article
- A Geospatial Analysis of the Sleep Surgeon Workforce in the United States.Laryngoscope investigative otolaryngology · 2025Article
- Article
- Estimated Incidence of Pediatric Distal Radius Buckle Fractures in the United States.Journal of the Pediatric Orthopaedic Society of North America · 2024Article
- Inpatient prevalence and factors associated with Merkel Cell Carcinoma inpatient hospitalization in the United States.Archives of dermatological research · 2024Observational
- Spatial Behavior of Cancer Care Utilization in Distance Decay in the Northeast Region of the U.S.Travel behaviour & society · 2021Article
- Overall survival based on oncologist density in the United States: A retrospective cohort study.PloS one · 2021Article
- Modelling Potential Geographical Access of the Population to Public Hospitals and Quality Health Care in Romania.International journal of environmental research and public health · 2020Article
- Time trends in the regional distribution of physicians, nurses and midwives in Europe.BMC health services research · 2020Article
- Geospatial evaluation of trade-offs between equity in physical access to healthcare and health systems efficiency.BMJ global health · 2020Article
- Unmet Need for Total Joint Arthroplasty in Medicaid Beneficiaries After Affordable Care Act Expansion.The Journal of bone and joint surgery. American volume · 2020Article
- Management and Treatment of Concussions via Tele-Concussion in a Pediatric Setting: Methodological Approach and Descriptive Analysis.JMIR pediatrics and parenting · 2020Article
10 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
Abstract
contextWhile there is debate over whether the U.S. is training too many physicians, many seem to agree that physicians are geographically maldistributed, with too few in rural areas.
objectiveOfficial definitions of shortage areas assume the market for physician services is based on county boundaries. We wished to ascertain how the picture of a possible shortage changes using alternative measures of geographic access. We measure geographic access by the number of full-time equivalent physicians serving a community divided by the expected number of patients (possibly both from within the community and outside) receiving care from those physicians. Moreover, we wished to determine how the geographic distribution of physicians had changed since previous studies, in light of the large increase in physician numbers.
designCross-sectional data analyses of alternative measures of geographic access to physicians in 23 states with low physician-population ratios.
resultsBetween 1979 and 1999, the number of physicians doubled in the sample states. Although most specialties experienced greater diffusion everywhere, smaller specialties had not yet diffused to the smallest towns. Multiple measures of geographic access, including physician-to-population ratios, average distance traveled to the nearest physician, and projected average caseload per physician, confirm that residents of metropolitan areas have better geographic access to physicians. Physician-to-population ratios exhibit the largest degree of geographic disparity, but ratios in rural counties adjacent to metropolitan areas are smaller than in those not adjacent to metropolitan areas. Distance-traveled and caseload models that allow patients to cross county lines show less disparity and indicate that residents of isolated rural counties have less access than those living in counties adjacent to metropolitan areas.
conclusionGeographic access to physicians has continued to improve over the past two decades, although some smaller specialties have not diffused to the most rural areas. While substantial variation in the supply of physicians across communities remains, current measures of geographic access to physicians overstate the extent of maldistribution and yield an incorrect ranking of areas according to geographic accessibility of physicians.
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What OpenQuestion holds
Registered trials
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.