2 papers
cs.AI2025
End to End AI System for Surgical Gesture Sequence Recognition and Clinical Outcome Prediction
Xi Li, Nicholas Matsumoto, Ujjwal Pasupulety +11
Fine-grained analysis of intraoperative behavior and its impact on patient outcomes remain a longstanding challenge. We present Frame-to-Outcome (F2O), an end-to-end system that tr…
cs.LG2025
On Aligning Prediction Models with Clinical Experiential Learning: A Prostate Cancer Case Study
Jacqueline J. Vallon, William Overman, Wanqiao Xu +11
Over the past decade, the use of machine learning (ML) models in healthcare applications has rapidly increased. Despite high performance, modern ML models do not always capture pat…