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A New Tool for Holistic Residency Application Review

Using Natural Language Processing of Applicant Experiences to Predict Interview Invitation

Bibliographic Data

ID21614401
AuthorsArun Umesh Mahtani (0000-0002-2101-7157, A.U. Mahtani is a resident, Richmond University Medical Center/Mount Sinai, Staten Island, New York, corresponding author), Ilan Reinstein (0000-0001-7360-4436, I. Reinstein is a data science engineer, Institute for Innovations in Medical Education, NYU Grossman School of Medicine, New York, New York ; [email protected]), Marina Marin (M. Marin is director, Division of Academic Analytics, Institute for Innovations in Medical Education, NYU Grossman School of Medicine, New York, New York ; [email protected]), Jesse Burk-Rafel (0000-0003-3785-2154, J. Burk-Rafel is assistant professor of medicine and assistant director, Precision and Translational Medical Education, Institute for Innovations in Medical Education, NYU Grossman School of Medicine, New York, New York ; [email protected])
Year2023
Volume98
Issue9
Pages1018-1021
Publication date2023-09-01
Open AccessYes
TypeARTICLE
VenueAcademic Medicine (JOURNAL)
Journal identifiersISSN: 1040-2446 • E-ISSN: 1938-808X
PublisherOxford University Press (OUP) (PUBLISHER)
DOI10.1097/acm.0000000000005210
PMID36940395
OpenAlexW4327908244
LanguageEN
Citations received2
References cited7

Linguistics · Logistic regression · Machine learning · Narrative · Natural language processing · Receiver operating characteristic · Computer Science · Diversity and Career in Medicine · Health and Medical Research Impacts · Medical Education and Admissions · Psychology · Artificial Intelligence

  • Artificial Intelligence Meets Holistic Review

    Open Access•Jacob T Rosenthal, Frederic W Hafferty et al.•Academic Medicine•2025

  • Magic 8 Balls and psychics

    Open Access•Laura Greisman, Sydney Katz•Medical Education•2026

  • Development and Validation of a Machine Learning-Based Decision Support Tool for Residency Applicant Screening and Review

    Jesse Burk-Rafel, Ilan Reinstein et al.•Academic Medicine•2021

Citations per year2
Citation span2025 - 2026 (2)
Highly citedNo

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Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae