3 papers
cs.CL2026
A Multi-Agent LLM Framework for Rating the Quality of Surgical Feedback
Rafal Kocielnik, J. Everett Knudsen, Steven Y. Cen +7
Verbal feedback delivered by attending surgeons in the operating room plays a critical formative role in resident trainee skill acquisition. Yet, assessing the quality of trainer f…
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.CV2025
AI-driven Automation of End-to-end Assessment of Suturing Expertise
Atharva Deo, Nicholas Matsumoto, Sun Kim +8
We present an AI based approach to automate the End-to-end Assessment of Suturing Expertise (EASE), a suturing skills assessment tool that comprehensively defines criteria around r…