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Author profile
Austen Matthew Maniscalco
Medical Artificial Intelligence and Automation (MAIA) Lab, Department of Radiation Oncology, UT Southwestern Medical Center
Autonomous Radiotherapy Planning Via Agentic Orchestration Using a Multimodal TPS-Integrated Compound AI Platform
Radiation therapy(RT) planning remains a manual, trial-and-error process that consumes significant clinical time and yields inconsistent results. We present a compound AI platform integrated with a commercial treatment-planning-system(TPS), combining autonomo...
Proffered Program · Therapy Physics
Toward Universal Dose Prediction: A Site-Agnostic Deep Learning Framework with Strategic Goal Array Integration for IMRT and VMAT Plans
Deep learning (DL)-based dose prediction has become an important component of modern radiotherapy treatment planning. However, most existing approaches depend on site-specific models, necessitating separate training for each anatomical site, which limits scal...
Proffered Program · Therapy Physics