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Author profile
Humza Nusrat, PhD, BS
Henry Ford Health
Automated Stereotactic Radiosurgery Planning Using a Reasoning-Based Large Language Model Agent
Automated stereotactic radiosurgery (SRS) planning often fails to match the high conformity and complex trade-off logic of expert human dosimetrists. We hypothesized that a reasoning-based AI agent, SAGE (Secure Agent for Generative dose Expertise), could gen...
Poster Program · Therapy Physics
Evaluating Vision Language Model for Autonomous Offline Adaptive Radiotherapy Decision Support In Head and Neck Cancers
Current automated offline triggers for adaptive radiotherapy often function as black boxes and fail to provide the reasoning behind a decision. Vision Language Models (VLM) offer a novel solution by providing a clear path toward explainability regarding the d...
Poster Program · Therapy Physics
Privacy-Preserving, Locally Hosted LLM Agent for Autonomous Radiotherapy Treatment Planning
Radiotherapy planning is time-intensive, iterative, and operator dependent. AI automates planning but is not transparent, and cloud-based models threaten privacy. We developed and evaluated SAGE (Secure Agent for Generative dose Expertise), a locally hosted,...
Poster Program · Therapy Physics