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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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Detalles Bibliográficos
Publicado en:BMC Med Res Methodol
Autores principales: Katzman, Jared L., Shaham, Uri, Cloninger, Alexander, Bates, Jonathan, Jiang, Tingting, Kluger, Yuval
Formato: Artigo
Lenguaje:Inglês
Publicado: BioMed Central 2018
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Acceso en línea: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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