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Learning statistical models of phenotypes using noisy labeled training data

Objective Traditionally, patient groups with a phenotype are selected through rule-based definitions whose creation and validation are time-consuming. Machine learning approaches to electronic phenotyping are limited by the paucity of labeled training datasets. We demonstrate the feasibility of util...

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Detalhes bibliográficos
Publicado no:J Am Med Inform Assoc
Main Authors: Agarwal, Vibhu, Podchiyska, Tanya, Banda, Juan M, Goel, Veena, Leung, Tiffany I, Minty, Evan P, Sweeney, Timothy E, Gyang, Elsie, Shah, Nigam H
Formato: Artigo
Idioma:Inglês
Publicado em: Oxford University Press 2016
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5070523/
https://ncbi.nlm.nih.gov/pubmed/27174893
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/jamia/ocw028
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