Evidence map›Paper›PMID 40971167›Full record

ArticleJAMA health forum2025

Subspecialization of Surgical Specialties in the US.

René Karadakic, David C Chan, Bruce E Landon, Nancy L Keating, Christopher Manz, Jukka-Pekka Onnela, Thomas C Tsai, Yuhua Zhang, Michael L Barnett

Erratum issuedAbstract read
In one paragraph

Article in JAMA health forum, 2025. 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 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Errors in Supplement 1.JAMA health forum · 2026
    Article
  5. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

9 authors.

René KaradakicDepartment of Health Policy and Management, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
David C ChanHaas School of Business, Berkley, California.
Bruce E LandonDepartment of Health Care Policy, Harvard Medical School, Boston, Massachusetts.
Nancy L KeatingDepartment of Health Care Policy, Harvard Medical School, Boston, Massachusetts.
Christopher ManzDepartment of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts.
Jukka-Pekka OnnelaDepartment of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Thomas C TsaiDepartment of Health Policy and Management, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Yuhua ZhangDepartment of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.
Michael L BarnettDepartment of Health Policy and Management, Harvard T.H. Chan School of Public Health, Boston, Massachusetts.

Funding

Physician Subspecialization and the Health and Health Care of Older AmericansR01AG076580 · NIA · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI BARNETT, MICHAEL LAWRENCE · 2022 to 2025
$2.4M
NIA NIH HHS R01 AG076580
6 · The paper itself

Abstract

Importance: Subspecialists-physicians with narrower clinical focus-play an increasing role in US health care, particularly in surgery, where most trainees now pursue fellowship training. Yet little is known about the degree of subspecialization among practicing surgeons and the evolving role of surgical generalists. Objective: To quantify trends in surgical subspecialization and examine the geographic distribution of subspecialists and the procedural scope of surgical generalists. Design, Setting, and Participants: A retrospective cohort study using 100% Medicare Part B data from 2000, 2010, and 2021, including all fee-for-service beneficiaries treated by physicians in general surgery, neurosurgery, ophthalmology, orthopedic surgery, and otolaryngology was caried out. A novel classification method combining k-means clustering, large language models, and expert validation to distinguish subspecialists from surgical generalists based on procedural claims was used. The analysis was undertaken in 2023 and 2024. Main Outcomes and Measures: The number of distinct subspecialties, the share of subspecialists in each surgical specialty, their geographic distribution across hospital referral regions (HRRs), and the association between subspecialist supply and procedural diversity among generalists. Results: Overall, more than 70 000 surgeons were included. The share of subspecialists increased from 38% in 2000 to 58% in 2021, reflecting the growth of recognized subspecialties (from 24 to 33) and expansion of existing ones. Subspecialization rates varied by specialty, rising from 9% to 28% in otolaryngology and from 66% to 77% in neurosurgery. While subspecialist supply per 100 000 fee-for-service beneficiaries remained stable, the mean number of surgical generalists per 100 000 declined from 105 to 50. A 10% increase in subspecialist supply in an HRR was associated with a 0.94% decrease (95% CI, -0.15% to -0.41%) in the number of unique procedures performed by generalist surgeons. Conclusions and Relevance: This cohort study found that subspecialization has considerably reshaped the surgical workforce, concentrating care among subspecialists while narrowing the procedural scope of generalist surgeons. These shifts raise concerns about access to generalist care, particularly in regions with declining generalist supply, and suggest the need for policies that consider both specialization and geographic equity in surgical workforce planning.

Indexed as

SpecializationSpecialties, SurgicalHumansMedicare Part BRetrospective StudiesUnited States

Identifiers

PMID40971167
PMCPMC12449727

What OpenQuestion holds

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Registered trials

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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.