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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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Détails bibliographiques
Publié dans:BMC Med Res Methodol
Auteurs principaux: Katzman, Jared L., Shaham, Uri, Cloninger, Alexander, Bates, Jonathan, Jiang, Tingting, Kluger, Yuval
Format: Artigo
Langue:Inglês
Publié: BioMed Central 2018
Sujets:
Accès en ligne: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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