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Author profile
Nathan Dobranski
Louisiana State University
Spatiotemporal Deep Learning of VMAT Direct Aperture Optimization Dynamics
Dose prediction models operate in the CT dose domain and require a conventional optimization step to translate the predicted dose into deliverable parameters in beam’s-eye view (BEV). To address the taxing direct aperture optimization (DAO) process, directly...
Poster Program · Therapy Physics
LLM-Assisted FMEA: Automating Risk Analysis for Radiation Therapy
Failure Mode and Effects Analysis (FMEA) is the standard for proactive risk management in radiation therapy under AAPM TG-100 guidelines, yet traditional implementation can exceed 100 hours per process and shows significant inter-rater variability. This work...
Proffered Program · Therapy Physics