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Exploring Biases of Large Language Models in the Field of Mental Health: Comparative Questionnaire Study of the Effect of Gender and Sexual Orientation in Anorexia Nervosa and Bulimia Nervosa Case Vignettes

Rebekka Schnepper, Noa Roemmel, Rainer Schaefert, Lena Lambrecht-Walzinger, Gunther Meinlschmidt

JMIR Ment Health 2025;12:e57986

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Reporting of Fairness Metrics in Clinical Risk Prediction Models Used for Precision Health: Scoping Review

Lillian Rountree, Yi-Ting Lin, Chuyu Liu, Maxwell Salvatore, Andrew Admon, Brahmajee Nallamothu, Karandeep Singh, Anirban Basu, Fan Bu, Bhramar Mukherjee

Online J Public Health Inform 2025;17:e66598

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Assessing Racial and Ethnic Bias in Text Generation by Large Language Models for Health Care–Related Tasks: Cross-Sectional Study

John J Hanna, Abdi D Wakene, Andrew O Johnson, Christoph U Lehmann, Richard J Medford

J Med Internet Res 2025;27:e57257

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Artificial Intelligence in Lymphoma Histopathology: Systematic Review

Yao Fu, Zongyao Huang, Xudong Deng, Linna Xu, Yang Liu, Mingxing Zhang, Jinyi Liu, Bin Huang

J Med Internet Res 2025;27:e62851

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Bias Mitigation in Primary Health Care Artificial Intelligence Models: Scoping Review

Maxime Sasseville, Steven Ouellet, Caroline Rhéaume, Malek Sahlia, Vincent Couture, Philippe Després, Jean-Sébastien Paquette, David Darmon, Frédéric Bergeron, Marie-Pierre Gagnon

J Med Internet Res 2025;27:e60269

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Commentary on “Protecting User Privacy and Rights in Academic Data-Sharing Partnerships: Principles From a Pilot Program at Crisis Text Line”

Timothy D Reierson

J Med Internet Res 2024;26:e42144

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Survival After Radical Cystectomy for Bladder Cancer: Development of a Fair Machine Learning Model

Samuel Carbunaru, Yassamin Neshatvar, Hyungrok Do, Katie Murray, Rajesh Ranganath, Madhur Nayan

JMIR Med Inform 2024;12:e63289

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Population Characteristics in Justice Health Research Based on PubMed Abstracts From 1963 to 2023: Text Mining Study

Wilson Lukmanjaya, Tony Butler, Patricia Taflan, Paul Simpson, Natasha Ginnivan, Iain Buchan, Goran Nenadic, George Karystianis

JMIR Form Res 2024;8:e60878

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Enhancing Bias Assessment for Complex Term Groups in Language Embedding Models: Quantitative Comparison of Methods

Magnus Gray, Mariofanna Milanova, Leihong Wu

JMIR Med Inform 2024;12:e60272

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Applications and Concerns of ChatGPT and Other Conversational Large Language Models in Health Care: Systematic Review

Leyao Wang, Zhiyu Wan, Congning Ni, Qingyuan Song, Yang Li, Ellen Clayton, Bradley Malin, Zhijun Yin

J Med Internet Res 2024;26:e22769

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