Establishment and interpretation of the gamma pass rate prediction model based on radiomics for different intensity-modulated radiotherapy techniques in the pelvis

• Published in: Frontiers in physics Vol. 11
• Main Authors: Ni, Qianxi, Zhu, Jun, Chen, Luqiao, Tan, Jianfeng, Pang, Jinmeng, Sun, Xiangshang, Yang, Xiaohua
• Format: Journal Article
• Language: English
• Published: Frontiers Media S.A 10.08.2023
• Subjects: gamma pass rate; intensity-modulated radiation therapy; machine learning; model interpretation; radiomics

Background and objectives: Implementation of patient-specific quality assurance (PSQA) is a crucial aspect of precise radiotherapy. Various machine learning-based models have showed potential as virtual quality assurance tools, being capable of accurately predicting the dose verification results of...