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Predicting Unplanned Transfers to the Intensive Care Unit: A Machine Learning Approach Leveraging Diverse Clinical Elements

BACKGROUND: Early warning scores aid in the detection of pediatric clinical deteriorations but include limited data inputs, rarely include data trends over time, and have limited validation. OBJECTIVE: Machine learning methods that make use of large numbers of predictor variables are now commonplace...

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Detalles Bibliográficos
Autores principales: Wellner, Ben, Grand, Joan, Canzone, Elizabeth, Coarr, Matt, Brady, Patrick W, Simmons, Jeffrey, Kirkendall, Eric, Dean, Nathan, Kleinman, Monica, Sylvester, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5719228/
https://www.ncbi.nlm.nih.gov/pubmed/29167089
http://dx.doi.org/10.2196/medinform.8680