Tackling the small imbalanced horizontal dataset regressions by Stability Selection and SMOGN: a case study of ventilation-free days prediction in the pediatric intensive care unit and the importance of PRISM. - Milad Ghiasi Rad; Alireza Rafiei; Jocelyn Grunwell; Rishikesan Kamaleswaran (Int. J. Medical Informatics, 2025)

Early Risk Prediction of Pediatric Cardiac Arrest from Electronic Health Records via Multimodal Fused Transformer. - Jiaying Lu 001; Stephanie R. Brown; Songyuan Liu; Shifan Zhao; Kejun Dong; Del Bold; Michael Fundora; Alaa Aljiffry; Alex Fedorov; Jocelyn Grunwell; Xiao Hu 002 (CoRR, 2025)

Continuous Cardiac Arrest Prediction in ICU using PPG Foundation Model. - Saurabh Kataria 001; Ran Xiao; Timothy Ruchti; Matthew Clark; Jiaying Lu 001; Randall J. Lee; Jocelyn Grunwell; Xiao Hu 002 (CoRR, 2025)