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Treatment Recommendations for Clinical Deterioration on the Wards: Development and Validation of Machine Learning Models.

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Title: Treatment Recommendations for Clinical Deterioration on the Wards: Development and Validation of Machine Learning Models.
Authors: Pulick E; Department of Industrial and Systems Engineering, University of Wisconsin-Madison, Madison, WI, United States., Carey KA; Department of Medicine, University of Chicago, Chicago, IL, United States., Qyli T; Department of Medicine, University of Wisconsin-Madison, 610 Walnut Street, Suite 515, Madison, WI, 53726, United States, 1 6082629564., Oguss MK; Department of Medicine, University of Wisconsin-Madison, 610 Walnut Street, Suite 515, Madison, WI, 53726, United States, 1 6082629564., Picart JK; Department of Surgery, University of Michigan, Ann Arbor, MI, United States., Penumalee L; Department of Medicine, Northwestern Memorial Hospital, Chicago, IL, United States., Nezirova LK; Department of Medicine, Loyola University Medical Center, Chicago, IL, United States., Tully ST; Department of Medicine, Loyola University Medical Center, Chicago, IL, United States., Gilbert ER; Department of Medicine, Loyola University Medical Center, Chicago, IL, United States., Shah NS; Department of Medicine, Endeavor Health, Evanston, IL, United States., Ravichandran U; Department of Data Analytics, Endeavor Health, Evanston, IL, United States., Afshar M; Department of Medicine, University of Wisconsin-Madison, 610 Walnut Street, Suite 515, Madison, WI, 53726, United States, 1 6082629564.; Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI, United States., Edelson DP; Department of Medicine, University of Chicago, Chicago, IL, United States., Mintz Y; Department of Industrial and Systems Engineering, University of Wisconsin-Madison, Madison, WI, United States., Churpek MM; Department of Medicine, University of Wisconsin-Madison, 610 Walnut Street, Suite 515, Madison, WI, 53726, United States, 1 6082629564.; Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI, United States.
Source: JMIR AI [JMIR AI] 2026 Jan 16; Vol. 5, pp. e81642. Date of Electronic Publication: 2026 Jan 16.
Publication Type: Journal Article
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 9918645789006676 Publication Model: Electronic Cited Medium: Internet ISSN: 2817-1705 (Electronic) Linking ISSN: 28171705 NLM ISO Abbreviation: JMIR AI Subsets: PubMed not MEDLINE
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