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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...
Autores principales: | Kiser, Amber C, Eilbeck, Karen, Ferraro, Jeffrey P, Skarda, David E, Samore, Matthew H, Bucher, Brian |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2022
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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 |
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