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Author profile
Hamidreza Nourzadeh, PhD
Thomas Jefferson University
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
A Vendor Agnostic Radiation Treatment Plan Quality Assurance Software implemented for an Integrated Health System
Automated chart-check tools have been shown to reduce errors and improve efficiency in radiation therapy plan reviews. However, existing solutions are typically limited to single-vendor systems. This study describes the development and evaluation of an in-hou...
Poster Program · Therapy Physics