Evidence map›Paper›PMID 41340059›Full record

ArticleGlobalization and health2025

GDP per capita and physician migration across world regions, 2000-2021.

Joseph Nwadiuko, Arrianna Marie Planey, Naomi Zewde, Arturo Vargas Bustamante

Abstract read
In one paragraph

Article in Globalization and health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

4 authors.

Joseph NwadiukoDepartment of Medicine, University of Pennsylvania Perelman School of Medicine, Blockley Hall, 423 Guardian Drive, Philadelphia, PA, 19104, USA. jnwadiu1@pennmedicine.upenn.edu.
Arrianna Marie PlaneyDepartment of Health Policy and Management, Gillings School of Global Public Health, University of North Carolina-Chapel Hill, Chapel Hill, NC, USA.
Naomi ZewdeDepartment of Health Policy and Management, Fielding School of Public Health, University of California Los Angeles, Los Angeles, CA, USA.
Arturo Vargas BustamanteDepartment of Health Policy and Management, Fielding School of Public Health, University of California Los Angeles, Los Angeles, CA, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPhysician migration is a problem of international concern, and studies have attempted to determine whether macroeconomic and developmental factors predict nationwide decreases in physician migration. Like the nutritional and epidemiologic transitions, there is an understood “migration transition” as well, with migration levels for highly educated individuals decreasing as national income increases. This approach can provide insights into the macroeconomic determinants and predictors of medical emigration.

methodsWe drew annual data from 2000 to 2021 on new physician migration (i.e., flows) to the Organization for Economic Co-operation and Development (OECD), converted into logged flows, and charted against logged origin country real GDP per capita (2017 international dollars, purchasing power parity). We fit an ordinary least squares (OLS) model and gravity model, testing the relationship between the year-lagged natural log of real GDP per capita and the natural log of total annual emigration flows separately in ordinary least squares and gravity model analyses.

resultsDescriptive results show overall a U-shaped relationship between origin GDP and emigration rates; however, descriptive trends disaggregated by region of the world show that as origin GDP rises, migration outflows generally decline in Central Asia and East Asia & the Pacific; generally increase in Europe; are bimodal in the Middle East and North Africa and Latin America; and remain the same in sub-Saharan Africa. Gravity models demonstrate, across all regions, no quadratic relationship and a negative linear relationship. However, within-region models showed a negative relationship with origin GDP per capita in East Asia and the Pacific, Central and South Asia, and North America and no statistical effect elsewhere, although with increasing lags, there was a positive relationship in sub-Saharan Africa and the European Union (EU) and a positive relationship nearing statistical significance in non-EU European countries.

conclusionThe relationship between national income and physician emigration is complex and heavily dependent on geography, indicating that different mechanisms might be driving physician migration trends in different regions.

Indexed as

Emigration and ImmigrationGross Domestic ProductPhysiciansBrain DrainHumansGlobalizationHealth systemsMigrationMigration transitionPhysician migration

Identifiers

PMID41340059
PMCPMC12781569

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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.