Evidence map›Paper›PMID 41286913›Full record

Observational studyBMC medical education2025

Untangling pre-residency and residency determinants of career choice among internal medicine residents: an observational study.

Diana C Bouhassira, Cancan Zhang, Neal Biddick, Jason A Freed, Nikki DeMelo, Kenneth J Mukamal, C Christopher Smith

Abstract readObservational Study
In one paragraph

Observational study in BMC medical education, 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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0cells of the map it votes in
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

7 authors.

Diana C BouhassiraDivision of Pulmonary and Critical Care, Johns Hopkins University, 1830 E Monument St, 5th Floor, Baltimore, MD, 21287, USA. dbouhas1@jhmi.edu.
Cancan ZhangDepartment of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 330 Brookline Ave, Boston, MA, 02215, USA.
Neal BiddickDepartment of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 330 Brookline Ave, Boston, MA, 02215, USA.
Jason A FreedDepartment of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 330 Brookline Ave, Boston, MA, 02215, USA.
Nikki DeMeloDepartment of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 330 Brookline Ave, Boston, MA, 02215, USA.
Kenneth J MukamalDepartment of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 330 Brookline Ave, Boston, MA, 02215, USA.
C Christopher SmithDepartment of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, 330 Brookline Ave, Boston, MA, 02215, USA.

Funding

NHLBI NIH HHS 5F32HL176151
6 · The paper itself

Abstract

backgroundFor most physicians trained in internal medicine (IM), residency represents the last opportunity to compare and contrast generalist versus subspecialty careers. Decisions about subspecialty practice impact physician supply and distribution in the United States. This study tested the association between randomly assigned intern year rotation duration and career choice and assessed the importance of resident characteristics versus residency experiences in predictive modeling.

methodsThis retrospective observational study included all categorical residents graduating from a university-affiliated IM program between 2017 and 2023 (N = 338). The association between randomly assigned intern year rotation duration and career choice was evaluated with univariable and multivariable log-link Poisson regression models. "Career choice" was defined as the field in which residents were practicing one year after residency. Predictive models were built using random forest modeling to compare the relative importance of resident characteristics and residency experiences.

resultsPre-residency career interests and ultimate career choice were highly concordant (P < 0.001, Cramer's V 0.50 (95% CI: 0.41-0.51)), particularly among residents pursuing cardiology, gastroenterology, and hematology/oncology. Rotation duration and career choice were not consistently associated; in multivariable analyses, weeks on service in the intensive care unit were associated with a career in pulmonary/critical care (RR 1.40, 95% CI 1.23-1.56), but there was no association between rotation duration and career in hematology/oncology, cardiology, gastroenterology, or general medicine. Internally cross-validated predictive models revealed that pre-residency demographics and interests were highly discriminative of career choice (AUC 0.824). The addition of residency experiences did not improve model performance (AUC 0.829).

conclusionsPre-residency career interests are a key determinant of career choice and hold greater weight in predictive models than intern year clinical exposure.

Indexed as

Career ChoiceInternal MedicineInternship and ResidencyAdultFemaleHumansMaleRetrospective StudiesUnited StatesCareer choiceGraduate medical educationInternal medicine

Identifiers

PMID41286913
PMCPMC12642363

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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.