Bias patterns in the application of LLMs for clinical decision support: A comprehensive study

23 April 2024

Papers citing "Bias patterns in the application of LLMs for clinical decision support: A comprehensive study"

10 / 10 papers shown

Title
Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers Jared Moore Declan Grabb William Agnew Kevin Klyman Stevie Chancellor Desmond C. Ong Nick Haber AI4MH 44 0 0 25 Apr 2025
Evaluating the Bias in LLMs for Surveying Opinion and Decision Making in Healthcare Yonchanok Khaokaew Flora D. Salim Andreas Züfle Hao Xue Taylor Anderson C. Raina MacIntyre Matthew Scotch David J Heslop AI4CE 35 0 0 11 Apr 2025
Unequal Opportunities: Examining the Bias in Geographical Recommendations by Large Language Models Shiran Dudy Thulasi Tholeti R. Ramachandranpillai Muhammad Ali Toby Jia-Jun Li Ricardo Baeza-Yates 29 0 0 16 Mar 2025
Elucidating Mechanisms of Demographic Bias in LLMs for Healthcare Hiba Ahsan Arnab Sen Sharma Silvio Amir David Bau Byron C. Wallace 88 0 0 20 Feb 2025
Enabling Scalable Evaluation of Bias Patterns in Medical LLMs Hamed Fayyaz Raphael Poulain Rahmatollah Beheshti 34 1 0 18 Oct 2024
PMC-LLaMA: Towards Building Open-source Language Models for Medicine Chaoyi Wu Weixiong Lin Xiaoman Zhang Ya-Qin Zhang Yanfeng Wang Weidi Xie LM&MA AI4MH 88 75 0 27 Apr 2023
ChatDoctor: A Medical Chat Model Fine-Tuned on a Large Language Model Meta-AI (LLaMA) Using Medical Domain Knowledge Yunxiang Li Zihan Li Kai Zhang Ruilong Dan Steven Jiang You Zhang LM&MA AI4MH 125 377 0 24 Mar 2023
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 361 8,495 0 28 Jan 2022
PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin Bhuwan Dhingra Zhengping Liu William W. Cohen Xinghua Lu 210 812 0 13 Sep 2019
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 323 4,212 0 23 Aug 2019