LVHNet: Detecting Cardiac Structural Abnormalities with Chest X-Rays. - Shreyas Bhave; Pierre A. Elias; Victor Alfonso Rodriguez; Timothy Poterucha; Simi Mutasa; Jay Leb; Nir Uriel; Adler J. Perotte (AMIA, 2021)

Development and validation of prediction models for mechanical ventilation, renal replacement therapy, and readmission in COVID-19 patients. - Victor Alfonso Rodriguez; Shreyas Bhave; Ruijun Chen; Chao Pang; George Hripcsak; Soumitra Sengupta; Noemie Elhadad; Robert A. Green; Jason S. Adelman; Katherine Schlosser Metitiri; Pierre A. Elias; Holden Groves; et al. (J. Am. Medical Informatics Assoc., 2021)

Electrocardiographic Deep Learning for Predicting Post-Procedural Mortality. - David Ouyang; John Theurer; Nathan R. Stein; J. Weston Hughes; Pierre A. Elias; Bryan He; Neal Yuan; Grant Duffy; Roopinder K. Sandhu; Joseph Ebinger; Patrick Botting; Melvin Jujjavarapu; et al. (CoRR, 2022)

The Case Records of ChatGPT: Language Models and Complex Clinical Questions. - Timothy Poterucha; Pierre A. Elias; Christopher M. Haggerty (CoRR, 2023)

A deep learning-based electrocardiogram risk score for long term cardiovascular death and disease. - J. Weston Hughes; James E. Tooley; Jessica Torres Soto; Anna Ostropolets; Tim Poterucha; Matthew Christensen; Neal Yuan; Ben Ehlert; Dhamanpreet Kaur; Guson Kang; Albert J. Rogers; Sanjiv M. Narayan; et al. (npj Digit. Medicine, 2023)

Evaluating large language models on medical evidence summarization. - Liyan Tang; Zhaoyi Sun; Betina Ross S. Idnay; Jordan G. Nestor; Ali Soroush; Pierre A. Elias; Ziyang Xu; Ying Ding 001; Greg Durrett; Justin F. Rousseau; Chunhua Weng; Yifan Peng 002 (npj Digit. Medicine, 2023)

AI as an intervention: improving clinical outcomes relies on a causal approach to AI development and validation. - Shalmali Joshi; Iñigo Urteaga; Wouter A. C. van Amsterdam; George Hripcsak; Pierre A. Elias; Benjamin R. C. Amor; Noémie Elhadad; James C. Fackler; Mark P. Sendak; Jenna Wiens; Kaivalya Deshpande; Yoav Wald; et al. (J. Am. Medical Informatics Assoc., 2025)

ICYM2I: The illusion of multimodal informativeness under missingness. - Young Sang Choi; Vincent Jeanselme; Pierre A. Elias; Shalmali Joshi (CoRR, 2025)