Evidence map›Paper›PMID 41649828›Full record

ArticleJAMA health forum2026

Changes in Physician Emigration and Density After the 2010 WHO Global Code of Practice.

Tarun Ramesh, Joia S Mukherjee, Fang Zhang, Anupam B Jena, Hao Yu

Abstract read
In one paragraph

Article in JAMA health forum, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. 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

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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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Tarun RameshDepartment of Medicine, Massachusetts General Hospital, Boston.
Joia S MukherjeeDepartment of Medicine, Brigham and Women's Hospital, Boston, Massachusetts.
Fang ZhangDepartment of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Harvard University, Boston, Massachusetts.
Anupam B JenaDepartment of Medicine, Massachusetts General Hospital, Boston.
Hao YuDepartment of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Harvard University, Boston, Massachusetts.

Funding

Reducing Maternal Health Disparities: Effects of Recent Health Workforce PoliciesR01NR020859 · NINR · HARVARD PILGRIM HEALTH CARE, INC. · PI YU, HAO · 2022 to 2025
$2.8M
Reducing disparities in alcohol use disorder treatment in underserved areasR01AA031588 · NIAAA · HARVARD PILGRIM HEALTH CARE, INC. · PI HAO YU · 2024 to 2026
$1.7M
Impact of the National Health Service Corps on Health DisparitiesR01MD013736 · NIMHD · HARVARD PILGRIM HEALTH CARE, INC. · PI YU, HAO · 2020 to 2023
$1.7M
NIAAA NIH HHS R01 AA031588NIMHD NIH HHS R01 MD013736NINR NIH HHS R01 NR020859
6 · The paper itself

Abstract

Importance: Physician emigration from low- and middle-income countries to high-income countries is a major driver of inequitable distribution of health care and health outcomes across the world. World Health Organization (WHO) signatory countries unanimously signed the voluntary Global Code of Practice on the International Recruitment of Health Personnel (WHO Code) in 2010. The goal was to reduce health care workforce emigration by discouraging active recruitment of physicians from WHO-designated shortage countries and by promoting investment in the physician workforce in those countries. This study adds to the literature by providing evidence about whether the goal has been achieved 10 years after worldwide implementation of the WHO Code. Objective: To evaluate whether the WHO Code was associated with changes in physician emigration and physician density in WHO-designated shortage countries after 2010. Design, Setting, and Participants: A difference-in-differences design was used to examine trends in physician supply before and after 2010. The data (from 2000 through 2021) were collected by the Organization for Economic Co-operation and Development (OECD) and were used to examine physician outflow from 56 WHO-designated shortage countries vs 116 nonshortage countries. The data analysis took place October 2024 to September 2025. Exposures: Worldwide adoption of the 2010 WHO Code. Main Outcomes and Measures: The primary outcome was annual physician migration to OECD countries and the secondary outcome was physician density by country and year (per 1000 population using World Bank data) in the origin countries. Results: A total of 135 888 physicians emigrated from WHO-designated shortage countries during 2000 to 2021 and 516 030 physicians emigrated from nonshortage countries. Compared with nonshortage countries, there was a decrease in physician outflow by 47.03 physicians (95% CI, -92.29 to -1.76 physicians) per country per year after 2010 in WHO-designated shortage countries and the WHO Code was associated with a reduction of nearly 30% in the average annual outflow of physicians from these countries. However, there was a slight decrease in physician density in the WHO-designated shortage countries after 2010 (-0.22 [95% CI, -0.33 to -0.11] physicians per 1000 population) compared with the nonshortage countries. Conclusions and Relevance: This study found that voluntary implementation of the WHO Code was associated with lower physician outflow from WHO-designated shortage countries without improvement in physician density in those countries.

Indexed as

Emigration and ImmigrationForeign Medical GraduatesPersonnel SelectionPhysiciansBrain DrainDeveloping CountriesHumansWorld Health Organization

Identifiers

PMID41649828
PMCPMC12881981

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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.