Evidence map›Paper›PMID 42286583›Full record

ArticleBMC medical education2026

Pandemic to endemic: a longitudinal multinational study on COVID-19's effects on graduate medical education.

Fatima Msheik-El Khoury, Jolene Ee Ling Oon, Lorraine Lewis, Halah Ibrahim, Sophia Archuleta

Abstract readMulticenter Study
In one paragraph

Article in BMC medical education, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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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

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Fatima Msheik-El KhouryDepartment of Anesthesiology and Pain Medicine, American University of Beirut, Beirut, Lebanon.
Jolene Ee Ling OonDivision of Infectious Diseases, Department of Medicine, National University Hospital, National University Health System, 1E Kent Ridge Road, NUHS Tower Block, Level 10, Singapore, 119228, Singapore. jolene_oon@nuhs.edu.sg.
Lorraine LewisAccreditation Council for Graduate Medical Education-International, Chicago, IL, USA.
Halah IbrahimAccreditation Council for Graduate Medical Education-International, Chicago, IL, USA.
Sophia ArchuletaDivision of Infectious Diseases, Department of Medicine, National University Hospital, National University Health System, 1E Kent Ridge Road, NUHS Tower Block, Level 10, Singapore, 119228, Singapore.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThis study applied a resilience engineering framework to understand how international graduate medical educations (GME) programs responded to the disruptions caused by the COVID-19 pandemic. Beyond describing early pandemic disruptions, we offer a multi-year, multi-country analysis of how training functions adapted, which elements durably changed, and what program design features may be associated with recovery.

methodsWe conducted a retrospective longitudinal study of all 180 ACGME International (ACGME-I)-accredited programs across seven countries. Annual surveys were completed over three years (Year (Y)1 = Academic Year (AY)2021-22, Y2 = AY2022-23, Y3 = AY2023-24), assessing clinical experiences, educational activities, telemedicine use, and training modifications. Data were analyzed using mixed-effects and generalized linear mixed models, with exact logistic regression for small strata. Subgroup analyses compared specialty, training type, and World Bank income classification. Studying ACGME-I programs provides a common competency-based context, allowing us to describe trajectories of disruption, recovery, and persistence.

resultsOf 180 programs, most were residencies (68.3%) and medical specialties (53.3%), with 87.2% located in high-income countries. Clinical experiences were most disrupted in Y1, especially ambulatory continuity clinics (estimated marginal means [EMM] 1.489) and ambulatory rotations (1.571), both of which recovered by Y3 (1.863 and 1.874; p<.001). Inpatient admissions showed similar recovery (1.915→2.120; p<.001), while urgent procedures declined slightly (2.013→1.897; p=.007). Emergency and ICU exposures initially increased (2.242 and 2.342) but returned toward baseline by Y3 (2.232; 2.244; both p > .05). Educational activities were most disrupted for in-person didactics, which nearly ceased in Y1 (0.784) but improved by Y3 (1.386; p<.001), offset by a surge in live virtual conferences (2.821→2.476; p<.001). Elective rotations also declined (1.440→1.782; p<.001), whereas scholarly activity (1.836→1.956; p=.002) and direct observation (1.879→1.954; p=.005) showed slight disruptions and modest increases by Y3, while one-to-one advising (1.970→2.012; p > .05) remained stable. Telemedicine use peaked in Y1 (clinical care 1.020; supervision 0.544) and declined by Y3 (0.720; 0.386; both p<.001) but remained in use across programs. Training extensions declined substantially from 43.2% in Y1 to 23.0% in Y3 (OR = 0.11; p=.002). Differences by specialty and country income suggest heterogeneous recovery pathways rather than a uniform "return to normal."

conclusionsInternational GME programs demonstrated resilience, restoring clinical and educational activities, integrating telemedicine, and markedly reducing training extensions. Our longitudinal, multi-country data move the field beyond single-site, early pandemic reports by identifying which disruptions resolved, which practices persisted, and which gaps remained. Because all programs shared competency-based structures, findings suggest that specific design features may support adaptation. These results refine the prevailing "back to business as usual" narrative in international graduate medical education by showing a selective reversion with durable innovations.

Indexed as

COVID-19Education, Medical, GraduateHumansInternship and ResidencyLongitudinal StudiesPandemicsRetrospective StudiesSARS-CoV-2TelemedicineCOVID-19 pandemicGraduate medical educationInternational medical educationResidencyResilience

Identifiers

PMID42286583
PMCPMC13487918

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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.