Sociodemographic Bias in Large Language Model–Assisted Gastroenterology | Synapse
September 24, 2025Open Access
Sociodemographic Bias in Large Language Model–Assisted Gastroenterology
Key Points
Demographic characteristics influence large language model recommendations for gastroenterology cases, suggesting potential bias.
The study highlights how large language model-generated recommendations may vary according to demographic factors.
Quality improvement in gastroenterology practice may require addressing biases introduced by language models.
This analysis aims to improve clinical decision-making by ensuring equitable recommendations across diverse populations.
Abstract
This quality improvement study investigates the association of demographic characteristics with large language model–generated recommendations for simulated gastroenterology clinic cases.