Extracting social determinants of health events with transformer-based multitask, multilabel named entity recognition.

Richie, Russell; Ruiz, Victor M; Han, Sifei; Shi, Lingyun; Tsui, Fuchiang Rich

Richie, Russell; Ruiz, Victor M; Han, Sifei; Shi, Lingyun; Tsui, Fuchiang Rich.

Afiliação

Richie R; Tsui Laboratory, Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.
Ruiz VM; MindCORE and Cognitive Science, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Han S; Tsui Laboratory, Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.
Shi L; Tsui Laboratory, Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.
Tsui FR; Tsui Laboratory, Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.

J Am Med Inform Assoc ; 30(8): 1379-1388, 2023 07 19.

Article em En | MEDLINE | ID: mdl-37002953

Assuntos

Qualidade de Vida; Determinantes Sociais da Saúde; Humanos; Registros Eletrônicos de Saúde; Etanol; Narração; Processamento de Linguagem Natural

Palavras-chave

SDOH; deep learning; event extraction; machine learning; natural language processing

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Texto completo: 1 Coleções: 01-internacional Contexto em Saúde: 1_ASSA2030 Base de dados: MEDLINE Assunto principal: Qualidade de Vida / Determinantes Sociais da Saúde Tipo de estudo: Prognostic_studies / Qualitative_research Aspecto: Determinantes_sociais_saude / Equity_inequality / Patient_preference Limite: Humans Idioma: En Revista: J Am Med Inform Assoc Ano de publicação: 2023 Tipo de documento: Article

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