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Wenchao Cao
Thomas Jefferson University
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
Hierarchical Spatial and Temporal Aggregation As Progressive Denoising for Longitudinal CBCT Radiomics In Lung Cancer
Longitudinal CBCT radiomics acquired during radiotherapy suffers from temporal variability. We developed a novel cumulative spatial and temporal aggregation framework (CBCTc) to optimize both prediction performance and stability for lung cancer survival predi...
Poster Program · Therapy Physics
Improving Cardiac Toxicity Prediction from PET Radiomics: Cross-Cohort Validation and Late-Fusion Ensemble Modeling
FDG-PET/CT scans obtained for lung cancer staging may encode underutilized cardiac information. This study aimed to: (1) assess the predictive power of PET-derived radiomics for pre-treatment cardiovascular conditions; (2) evaluate model performance across tw...
Poster Program · Therapy Physics
Novel LLM-Based Cardiotoxicity Extraction from Electronic Health Records
Cardiotoxicity assessment following lung cancer radiotherapy is limited by the difficulty of extracting outcomes from unstructured Electronic Health Records (EHRs). Large Language Models (LLMs) offer a scalable solution, with privacy constraints necessitating...
Poster Program · Therapy Physics