The Needs and Benefits of Continuous Model Updates on the Accuracy of RT-Induced Toxicity Prediction Models Within a Learning Health System

Autor: Nakatsugawa, Minoru, Cheng, Zhi, Kiess, Ana, Choflet, Amanda, Bowers, Michael, Utsunomiya, Kazuki, Sugiyama, Shinya, Wong, John, Quon, Harry, McNutt, Todd

Publikováno v: In International Journal of Radiation Oncology, Biology, Physics 1 February 2019 103(2):460-467

Evaluation of classification and regression tree (CART) model in weight loss prediction following head and neck cancer radiation therapy

Autor: Ana P. Kiess, Zhi Cheng, Kousuke Sakaue, Utsunomiya Kazuki, Laura Burns, M.R. Bowers, Todd McNutt, Scott P. Robertson, Harry Quon, Chen Hu, Xuan Hui, Brandi R. Page, Shinya Sugiyama, John Wong, Joseph Moore, Minoru Nakatsugawa, M. Muse, A. Choflet

Publikováno v: Advances in Radiation Oncology, Vol 3, Iss 3, Pp 346-355 (2018)
Advances in Radiation Oncology

Objective We explore whether a knowledge–discovery approach building a Classification and Regression Tree (CART) prediction model for weight loss (WL) in head and neck cancer (HNC) patients treated with radiation therapy (RT) is feasible. Methods a

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::ca1618574a3b530cc9390de49c260618
http://www.sciencedirect.com/science/article/pii/S2452109417302294

The Needs and Benefits of Continuous Model Updates on the Accuracy of RT-Induced Toxicity Prediction Models Within a Learning Health System

Autor: Ana P. Kiess, Shinya Sugiyama, John Wong, Todd McNutt, Zhi Cheng, Utsunomiya Kazuki, Minoru Nakatsugawa, A. Choflet, Harry Quon, M.R. Bowers

Publikováno v: International journal of radiation oncology, biology, physics. 103(2)

PURPOSE Clinical data collection and development of outcome prediction models by machine learning can form the foundation for a learning health system offering precision radiation therapy. However, changes in clinical practice over time can affect th

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::80ddbb078dd8bc954878cb5feabd288d
https://pubmed.ncbi.nlm.nih.gov/30300689

Utility of a Clinical Decision Support System in Weight Loss Prediction After Head and Neck Cancer Radiotherapy.

Autor: Cheng, Zhi, Nakatsugawa, Minoru, Zhou, Xian Chong, Hu, Chen, Greco, Stephen, Kiess, Ana, Page, Brandi, Alcorn, Sara, Haller, John, Utsunomiya, Kazuki, Sugiyama, Shinya, Fu, Wei, Wong, John, Lee, Junghoon, McNutt, Todd, Quon, Harry

Publikováno v: JCO Clinical Cancer Informatics; 3/12/2019, Vol. 3, p1-11, 11p

Evaluation of classification and regression tree (CART) model in weight loss prediction following head and neck cancer radiation therapy.

Autor: Cheng Z; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland., Nakatsugawa M; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland.; Toshiba America Research, Inc., Baltimore, Maryland., Hu C; Oncology Center-Biostatistics/Bioinformatics, Johns Hopkins University, Baltimore, Maryland., Robertson SP; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland., Hui X; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland., Moore JA; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland., Bowers MR; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland., Kiess AP; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland., Page BR; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland., Burns L; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland., Muse M; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland., Choflet A; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland., Sakaue K; Canon Medical Systems Corporation, Otawara, Japan., Sugiyama S; Canon Medical Systems Corporation, Otawara, Japan., Utsunomiya K; Canon Medical Systems Corporation, Otawara, Japan., Wong JW; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland., McNutt TR; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland., Quon H; Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, Maryland.

Publikováno v: Advances in radiation oncology [Adv Radiat Oncol] 2017 Dec 07; Vol. 3 (3), pp. 346-355. Date of Electronic Publication: 2017 Dec 07 (Print Publication: 2018).