Development of a Pilot Machine Learning Model to Predict Successful Short-Term Treatment Success in Critically Ill Patients With Community-Acquired Pneumonia.

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Title: Development of a Pilot Machine Learning Model to Predict Successful Short-Term Treatment Success in Critically Ill Patients With Community-Acquired Pneumonia.
Authors: Zhu M; Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL., Liao WT; Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL., Peltekian A; Department of Computer Science, McCormick School of Engineering and Applied Science, Northwestern University, Evanston, IL., Markov NS; Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL., Kang M; Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL., Rasmussen LV; Division of Health and Biomedical Informatics, Feinberg School of Medicine, Northwestern University, Chicago, IL., Pickens CI; Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL., Stoeger T; Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL., Walunas TL; Division of Health and Biomedical Informatics, Feinberg School of Medicine, Northwestern University, Chicago, IL., Misharin AV; Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL., Singer BD; Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL., Budinger GRS; Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL., Wunderink RG; Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL., Agrawal A; Department of Computer Science, McCormick School of Engineering and Applied Science, Northwestern University, Evanston, IL., Gao CA; Division of Pulmonary and Critical Care Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL.
Source: CHEST critical care [CHEST Crit Care] 2026 Mar; Vol. 4 (1). Date of Electronic Publication: 2026 Feb 24.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier, Inc Country of Publication: United States NLM ID: 9918681585806676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2949-7884 (Electronic) Linking ISSN: 29497884 NLM ISO Abbreviation: CHEST Crit Care Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:2949-7884
DOI:10.1016/j.chstcc.2025.100228