Evidence map›Paper›PMID 41719038›Full record

ArticleJAMA network open2026

Meaningful Interactional Diversity, Professional Development, and Service Intent in White Medical Students.

Shruthi Venkataraman, Mytien Nguyen, Alexandra M Hajduk, Adeola Ayedun, Will Roberts, Bassel Shanab, Allison Aviles, Nhu Y Doan, Meghan O'Connell, Soo-Min Shin and 7 more

Abstract read
In one paragraph

Article in JAMA network open, 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

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

1 citing paper in PubMed.

  1. Article
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

17 authors.

Shruthi VenkataramanDepartment of Emergency Medicine, New York University Grossman School of Medicine, New York.
Mytien NguyenDepartment of Immunobiology, Yale School of Medicine, New Haven, Connecticut.
Alexandra M HajdukSection of Geriatrics, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut.
Adeola AyedunDepartment of Emergency Medicine, New York University Grossman School of Medicine, New York.
Will RobertsNational Clinical Scholars Program, Yale School of Medicine, New Haven, Connecticut.
Bassel ShanabYale School of Medicine, New Haven, Connecticut.
Allison AvilesSection of General Internal Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut.
Nhu Y DoanDivision of General Internal Medicine, School of Medicine, University of California, Davis.
Meghan O'ConnellSection of General Internal Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut.
Soo-Min ShinDepartment of Emergency Medicine, New York University Grossman School of Medicine, New York.
Gbenga OgedegbeInstitute for Excellence in Health Equity, NYU Grossman School of Medicine, New York, New York.
David HendersonDepartment of Family Medicine, University of Connecticut School of Medicine, Farmington.
Somnath SahaDivision of General Internal Medicine, Johns Hopkins University, Baltimore, Maryland.
Jeph HerrinSection of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut.
Tonya FancherDivision of General Internal Medicine, School of Medicine, University of California, Davis.
Sarwat I ChaudhrySection of General Internal Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut.
Dowin BoatrightDepartment of Emergency Medicine, New York University Grossman School of Medicine, New York.

Funding

Physician-Scientist Research and Medical Education (PRIME) ProgramR35GM153263 · NIGMS · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI Dowin Boatright · 2024 to 2026
$1.1M
NIGMS NIH HHS R35 GM153263
6 · The paper itself

Abstract

Importance: At a time when diversity in higher education is increasingly perceived as beneficial only to minority students and disadvantaging to majority-group students, it is crucial to investigate its benefits broadly. Objective: To assess whether meaningful interactional diversity (ie, cross-cultural engagement that influences knowledge or opinions) is associated with key educational outcomes among White medical students. Design, Setting, and Participants: This cross-sectional study included self-identified White-only medical students who matriculated to a US allopathic medical school between 2013 and 2022, graduated between 2015 and 2024, and responded to the Association of American Medical Colleges Graduation Questionnaire (GQ). GQ responses were anonymous. Data were analyzed from September 2024 to April 2025. Exposure: Meaningful interactional diversity, defined by agreement on a 5-point Likert scale with the GQ item, "My knowledge or opinion was influenced or changed by becoming more aware of the perspectives of individuals from different backgrounds." Main Outcomes and Measures: Six self-reported binary outcomes derived from the GQ were assessed: personal and professional development fostered by medical schools, ability to care for and work with people from different backgrounds, and intention to work in an underserved area and with an underserved population regardless of practice location. Results: Among 80 542 students (38 589 [47.91%] female) from 155 medical schools, 495 (0.61%) strongly disagreed, 1416 (1.76%) disagreed, 7387 (9.17%) were neutral, 35 155 (43.65%) agreed, and 36 089 (44.81%) strongly agreed with meaningful interactional diversity. Across increasing agreement with meaningful interactional diversity, higher likelihoods of personal and professional development and care and teamwork competence were observed, whereas associations with service intentions were confined to strong agreement. Compared with strong disagreement, strong agreement was associated with greater personal (adjusted relative risk [aRR], 2.37; 95% CI, 2.05-2.74) and professional (aRR, 1.59; 95% CI, 1.42-1.69) development, competence to care for (aRR, 1.23; 95% CI, 1.17-1.29) and work with (aRR, 10.69; 95% CI, 7.84-14.57) people from different backgrounds, and plans to work in underserved areas (aRR, 1.31; 95% CI, 1.08-1.58) or with underserved populations regardless of practice location (aRR, 1.59; 95% CI, 1.30-1.93). Conclusions and Relevance: In this cross-sectional study of White medical students, meaningful interactional diversity was associated with graded improvements in core developmental outcomes and threshold-level associations with service intentions.

Indexed as

Cultural DiversityStudents, MedicalWhiteAdultCross-Sectional StudiesFemaleHumansIntentionMaleSurveys and QuestionnairesUnited StatesWorkforce DiversityYoung Adult

Identifiers

PMID41719038
PMCPMC12924100

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.