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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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Dettagli Bibliografici
Pubblicato in:BMC Med Res Methodol
Autori principali: Katzman, Jared L., Shaham, Uri, Cloninger, Alexander, Bates, Jonathan, Jiang, Tingting, Kluger, Yuval
Natura: Artigo
Lingua:Inglês
Pubblicazione: BioMed Central 2018
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Accesso online: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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