Sociodemographic Bias in Large Language Model-Assisted Gastroenterology

Asaf Levartovsky; Mahmud Omar; Girish N Nadkarni; Uri Kopylov; Eyal Klang

doi:10.1001/jamanetworkopen.2025.32692

Sociodemographic Bias in Large Language Model-Assisted Gastroenterology

JAMA Netw Open. 2025 Sep 2;8(9):e2532692. doi: 10.1001/jamanetworkopen.2025.32692.

Authors

Asaf Levartovsky^{1

2}, Mahmud Omar^{2

3}, Girish N Nadkarni^{3

4}, Uri Kopylov^{1

2}, Eyal Klang^{3

4}

Affiliations

¹ Department of Gastroenterology, Sheba Medical Center, Ramat-Gan, Israel.
² Faculty of Medical and Health Sciences, Tel-Aviv University, Tel-Aviv, Israel.
³ The Windreich Department of Artificial Intelligence and Human Health, Mount Sinai Medical Center, New York, New York.
⁴ The Charles Bronfman Institute of Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York.

No abstract available

Plain language summary

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