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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
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  Data: <searchLink fieldCode="JN" term="%229918681585806676%22">CHEST critical care</searchLink> [CHEST Crit Care] 2026 Mar; Vol. 4 (1). <i>Date of Electronic Publication: </i>2026 Feb 24.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%2C+Inc%22">Elsevier, Inc </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>9918681585806676 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2949-7884 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2229497884%22">29497884 </searchLink><i>NLM ISO Abbreviation: </i>CHEST Crit Care <i>Subsets: </i>PubMed not MEDLINE
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              Text: 2026 Mar
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