A predictive model of clinical deterioration among hospitalized COVID-19 patients by harnessing hospital course trajectories

[Display omitted] •Predicting deterioration in hospitalized COVID positive patients.•Harnessing complex laboratory and vital sign values from the electronic medical record.•Time-dependent cross-validation.•Black box and machine learning methods for prediction. From early March through mid-May 2020,...

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Veröffentlicht in:	Journal of biomedical informatics 2021-06, Vol.118, p.103794-103794, Article 103794
Hauptverfasser:	Mauer, Elizabeth, Lee, Jihui, Choi, Justin, Zhang, Hongzhe, Hoffman, Katherine L., Easthausen, Imaani J., Rajan, Mangala, Weiner, Mark G., Kaushal, Rainu, Safford, Monika M., Steel, Peter A.D., Banerjee, Samprit
Format:	Artikel
Sprache:	eng
Schlagworte:	Aged Clinical Deterioration Computer Simulation COVID-19 COVID-19 - diagnosis Deterioration EMR Female Hospitalization Hospitals Humans Intubation Machine learning Male New York City Original Research Pandemics Prediction Retrospective Studies Risk Assessment ROC Curve
Online-Zugang:	Volltext
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