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Standard Vocabularies to Improve Machine Learning Model Transferability With Electronic Health Record Data: Retrospective Cohort Study Using Health Care–Associated Infection

BACKGROUND: With the widespread adoption of electronic healthcare records (EHRs) by US hospitals, there is an opportunity to leverage this data for the development of predictive algorithms to improve clinical care. A key barrier in model development and implementation includes the external validatio...

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Detalles Bibliográficos
Autores principales: Kiser, Amber C, Eilbeck, Karen, Ferraro, Jeffrey P, Skarda, David E, Samore, Matthew H, Bucher, Brian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9472055/
https://www.ncbi.nlm.nih.gov/pubmed/36040784
http://dx.doi.org/10.2196/39057