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

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

Backgroundand 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 f...

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Bibliographic Details
Main Authors: Qianxi Ni, Jun Zhu, Luqiao Chen, Jianfeng Tan, Jinmeng Pang, Xiangshang Sun, Xiaohua Yang
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-08-01
Series:Frontiers in Physics
Subjects:
machine learning
intensity-modulated radiation therapy
radiomics
gamma pass rate
model interpretation
Online Access:https://www.frontiersin.org/articles/10.3389/fphy.2023.1217275/full

Internet

https://www.frontiersin.org/articles/10.3389/fphy.2023.1217275/full

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