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Author profile
David H. Thomas
Thomas Jefferson University
Novel Constraint-Based Method to Evaluate and Score Patient Radiotherapy Plans
Conventional radiotherapy plan evaluation relies on isolated dose–volume metrics that provide limited insight into the magnitude and clinical significance of deviations from protocol-defined organ-at-risk (OAR) objectives. We propose a plan-level OAR dose dev...
Poster Program · Therapy Physics
Multi-Tier Automated Pipeline for TG-263 Structure Name Standardization Using Rule-Based, NLP, and RAG-Enhanced LLM Matching
Big-data radiotherapy research faces challenges in achieving consistent structure nomenclature across large hospital networks. This study develops and validates a novel automated pipeline for standardizing structure names. Our multi-tier matching pipeline int...
Proffered Program · Therapy Physics
Automated MPPG5b-Compliant Platform for Photon Beam Model Validation across an Integrated Health Care System
To introduce a platform for automated comparative analysis of dose calculation algorithms in the Eclipse Treatment Planning System. Native TPS workflows are labor-intensive, manual, and lack the automated metric evaluation needed for efficient AAPM MPPG5b com...
Poster Program · Therapy Physics
Computer Vision Surface Guidance (CV-SGRT): A Novel Occlusion-Robust Multi-View Markerless Sgrt Framework with Automated Semantic ROI Definition
To evaluate whether a multi-view computer vision–based surface-guided radiotherapy framework (CV-SGRT) can overcome occlusion-related limitations of conventional SGRT systems and improve surface reconstruction and respiratory motion accuracy.
Proffered Program · Therapy Physics