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DeepSurv: personalized treatment recommender system using a Cox proportional hazards deep neural network

BACKGROUND: Medical practitioners use survival models to explore and understand the relationships between patients’ covariates (e.g. clinical and genetic features) and the effectiveness of various treatment options. Standard survival models like the linear Cox proportional hazards model require exte...

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Detalhes bibliográficos
Publicado no:BMC Med Res Methodol
Main Authors: Katzman, Jared L., Shaham, Uri, Cloninger, Alexander, Bates, Jonathan, Jiang, Tingting, Kluger, Yuval
Formato: Artigo
Idioma:Inglês
Publicado em: BioMed Central 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5828433/
https://ncbi.nlm.nih.gov/pubmed/29482517
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s12874-018-0482-1
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