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Sociodemographic Bias in Large Language Model–Assisted Gastroenterology

Asaf Levartovsky, Mahmud Omar, Girish N. Nadkarni, Uri Kopylov, Eyal Klang

2025JAMA Network Open8 citationsDOIOpen Access PDF

Abstract

This quality improvement study investigates the association of demographic characteristics with large language model–generated recommendations for simulated gastroenterology clinic cases.

Topics & Concepts

MedicineQuality (philosophy)Association (psychology)Family medicinePsychologyMEDLINEGerontologyClinical psychologyInternal medicineMedical educationPopulationArtificial Intelligence in Healthcare and EducationMachine Learning in HealthcareGlobal Cancer Incidence and Screening
Sociodemographic Bias in Large Language Model–Assisted Gastroenterology | Litcius