Exploring Task Patterns in EHR Workflows Using Action Sequence Embedding and Graph-Based Analysis...20th World Congress on Medical and Health Informatics (MEDINFO), August 9-13, 2025, Taipei, Taiwan

This study investigates clinician workflows in electronic health records (EHR) using a novel combination of context-based embedding and graph-based dimensionality reduction techniques to EHR-based audit log sequences. We identified distinct clinical task groups, suggesting the potential for semi-aut...

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Detalles Bibliográficos
Publicado en:	Studies in Health Technology & Informatics Vol. 329; pp. 1281 - 1286
Autores principales:	Seunghwan Kim, Kannampallil, Thomas, Wick, Brett D., Holmgren, A. Jay, Thombley, Robert, Lou, Sunny S.
Formato:	proceedings research tables/charts Journal Article
Publicado:	Sage Publications Inc. 2025
Acceso en línea:	Ver este registro en EBSCOhost

Descripción
Sumario:	This study investigates clinician workflows in electronic health records (EHR) using a novel combination of context-based embedding and graph-based dimensionality reduction techniques to EHR-based audit log sequences. We identified distinct clinical task groups, suggesting the potential for semi-automated, unsupervised methods for characterizing EHR-based workflow patterns.