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Author profile
Hunter S. Mehrens, PhD
The University of Texas MD Anderson Cancer Center
Investigating Influential Factors of SRS Brain Phantom Delivery Accuracy Using Machine Learning
The IROC SRS brain phantom provides independent end-to-end tests for clinical trial credentialing; utilizing this unique dataset characterized by heterogeneous community practices, we aimed to evaluate the utility of machine learning in predicting audit outco...
Poster Program · Therapy Physics
Multi-Task Machine Learning with Interpretability for Predicting the Imaging and Radiation Oncology Core Head and Neck Phantom Outcomes
The Imaging and Radiation Oncology Core (IROC) IMRT head and neck (HN) phantom continues to show unacceptable delivery rates at ~10%. Increased understanding of what drives performance on this audit would assist in targeted improvement of radiotherapy quality...
Poster Program · Therapy Physics