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Prediction of radiation pneumonitis with machine learning using 4D-CT based dose-function features

In this article, we highlight the fundamental importance of the simultaneous use of dose-volume histogram (DVH) and dose-function histogram (DFH) features based on functional images calculated from 4-dimensional computed tomography (4D-CT) and deformable image registration (DIR) in developing a mult...

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Detalles Bibliográficos
Autores principales: Katsuta, Yoshiyuki, Kadoya, Noriyuki, Mouri, Shina, Tanaka, Shohei, Kanai, Takayuki, Takeda, Kazuya, Yamamoto, Takaya, Ito, Kengo, Kajikawa, Tomohiro, Nakajima, Yujiro, Jingu, Keiichi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8776701/
https://www.ncbi.nlm.nih.gov/pubmed/34718683
http://dx.doi.org/10.1093/jrr/rrab097