A prospective study of machine learning-assisted radiotherapy planning for patients receiving 54 gy to the brain

Derek Tsang, Grace Tsui,Anna Santiago,Harald Keller,Thomas Purdie,Chris McIntosh, Nancy La Macchia,Amy Parent, Hitesh Dama,Sameera Ahmed,Tim Craig,Normand Laperriere,Barbara-Ann Millar,David Hodgson

RADIOTHERAPY AND ONCOLOGY（2023）

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摘要

In this prospective study with blinded oncologist evaluation, ML-assisted RT planning for primary CNS tumors was faster than manual planning, and produced a very high rate of acceptable plans with similar or superior OAR sparing. Future work will be undertaken to iteratively refine the ML model using the preferred cases from this study.

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关键词

Brain neoplasms,Machine learning,Radiotherapy planning

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