Cost-aware active learning for named entity recognition in clinical text.

Wei, Qiang; Chen, Yukun; Salimi, Mandana; Denny, Joshua C; Mei, Qiaozhu; Lasko, Thomas A; Chen, Qingxia; Wu, Stephen; Franklin, Amy; Cohen, Trevor; Xu, Hua

Wei, Qiang; Chen, Yukun; Salimi, Mandana; Denny, Joshua C; Mei, Qiaozhu; Lasko, Thomas A; Chen, Qingxia; Wu, Stephen; Franklin, Amy; Cohen, Trevor; Xu, Hua.

Afiliação

Wei Q; School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, Texas, USA.
Chen Y; Pieces Technologies Inc, Dallas, Texas, USA.
Salimi M; School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, Texas, USA.
Denny JC; Department of Biomedical Informatics, Vanderbilt University, Nashville, Tennessee, USA.
Mei Q; Department of Medicine, Vanderbilt University, Nashville, Tennessee, USA.
Lasko TA; School of Information, University of Michigan, Ann Arbor, Michigan, USA.
Chen Q; Department of Biomedical Informatics, Vanderbilt University, Nashville, Tennessee, USA.
Wu S; Department of Biomedical Informatics, Vanderbilt University, Nashville, Tennessee, USA.
Franklin A; Department of Biostatistics, Vanderbilt University, Nashville, Tennessee, USA.
Cohen T; School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, Texas, USA.
Xu H; School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, Texas, USA.

J Am Med Inform Assoc ; 26(11): 1314-1322, 2019 11 01.

Article em En | MEDLINE | ID: mdl-31294792

Assuntos

Algoritmos; Registros Eletrônicos de Saúde/economia; Armazenamento e Recuperação da Informação/economia; Processamento de Linguagem Natural; Big Data; Simulação por Computador; Humanos; Modelos Econômicos

Palavras-chave

active learning; electronic health records; named entity recognition, user study; natural language processing

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Texto completo: 1 Coleções: 01-internacional Contexto em Saúde: 1_ASSA2030 Base de dados: MEDLINE Assunto principal: Algoritmos / Processamento de Linguagem Natural / Armazenamento e Recuperação da Informação / Registros Eletrônicos de Saúde Tipo de estudo: Health_economic_evaluation / Prognostic_studies Limite: Humans Idioma: En Revista: J Am Med Inform Assoc Ano de publicação: 2019 Tipo de documento: Article

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