Physics in medicine and biologyMachine LearningRadiotherapy PlanningComputer-AssistedHumansGamma Rays
Integrating aperture shape controller and machine learning prediction to improve gamma passing rates in lattice radiotherapy.
Xiangyu E, Su Zeng, Minghe Lv, Yue Feng, Jingping Yu, Ruping Zhao, Hongwei Zeng
Published: 202510.1088/1361-6560/ae2bba
Abstract
Objective.This study proposes a workflow integrating the aperture shape controller (ASC) in the Varian Eclipse system with a machine learning-based verification prediction model to improve gamma passing rates (GPRs) of LATTICE Radiotherapy (LRT) plan…
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