Fold-stratified cross-validation for unbiased and privacy-preserving federated learning. - Romain Bey; Romain Goussault; François Grolleau; Mehdi Benchoufi; Raphaël Porcher (J. Am. Medical Informatics Assoc., 2020)

Personalizing renal replacement therapy initiation in the intensive care unit: a reinforcement learning-based strategy with external validation on the AKIKI randomized controlled trials. - François Grolleau; François Petit; Stéphane Gaudry; Élise Diard; Jean-Pierre Quenot; Didier Dreyfuss; Viet-Thi Tran; Raphaël Porcher (J. Am. Medical Informatics Assoc., 2024)

Monitoring strategies for continuous evaluation of deployed clinical prediction models. - Grace Y. E. Kim; Conor K. Corbin; François Grolleau; Michael T. M. Baiocchi; Jonathan H. Chen (J. Biomed. Informatics, 2025)

MedHELM: Holistic Evaluation of Large Language Models for Medical Tasks. - Suhana Bedi; Hejie Cui; Miguel Fuentes; Alyssa Unell; Michael Wornow; Juan M. Banda; Nikesh Kotecha; Timothy Keyes; Yifan Mai 001; Mert Oez; Hao Qiu; Shrey Jain; et al. (CoRR, 2025)