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Developing and externally validating machine learning models to forecast short-term risk of ventilator-associated pneumonia.

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Title: Developing and externally validating machine learning models to forecast short-term risk of ventilator-associated pneumonia.
Authors: Peltekian AK; Department of Computer Science, Northwestern University McCormick School of Engineering and Applied Science, Chicago, IL, USA., Liao WT; Division of Pulmonary and Critical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Guggilla V; Division of Biostatistics and Informatics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Markov N; Division of Pulmonary and Critical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Senkow K; Division of Pulmonary and Critical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Liao Z; Division of Pulmonary and Critical Care, Department of Medicine, University of Chicago, Chicago, IL, USA., Kang M; Division of Pulmonary and Critical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Rasmussen L; Division of Biostatistics and Informatics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Tavernier E; CIC, INSERM 1415, CHRU Tours, Tours, France.; Methods in Patients-Centered Outcomes and Health Research SPHERE, INSERM 1246, Tours and Nantes, France., Ehrmann S; Médecine Intensive Réanimation, INSERM CIC1415, CRICS-TriggerSEP F-CRIN researche network, CHRU de Tours, Tours, France.; Centre d'étude des pathologies respiratoires, INSERM U1100, Université de Tours, Tours, France., Clepp RK; Division of Pulmonary and Critical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Stoeger T; Division of Pulmonary and Critical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.; The Potocsnak Longevity Institute, Northwestern University, Chicago, IL, USA.; Simpson Querrey Lung Institute for Translational Science, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.; NSF-Simons National Institute for Theory and Mathematics in Biology, Chicago, IL, USA., Walunas T; Division of Biostatistics and Informatics, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Choudhary A; Department of Computer Science, Northwestern University McCormick School of Engineering and Applied Science, Chicago, IL, USA.; Department of Electrical and Computer Engineering, Northwestern University McCormick School of Engineering and Applied Science, Chicago, IL, USA., Misharin AV; Division of Pulmonary and Critical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.; Simpson Querrey Lung Institute for Translational Science, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Singer BD; Division of Pulmonary and Critical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.; Simpson Querrey Lung Institute for Translational Science, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Budinger GS; Division of Pulmonary and Critical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.; Simpson Querrey Lung Institute for Translational Science, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Wunderink RG; Division of Pulmonary and Critical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.; Simpson Querrey Lung Institute for Translational Science, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Gao CA; Division of Pulmonary and Critical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA., Agrawal A; Department of Computer Science, Northwestern University McCormick School of Engineering and Applied Science, Chicago, IL, USA.; Division of Pulmonary and Critical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
Corporate Authors: NU SCRIPT Study Investigators
Source: MedRxiv : the preprint server for health sciences [medRxiv] 2026 Jan 30. Date of Electronic Publication: 2026 Jan 30.
Publication Type: Journal Article; Preprint
Journal Info: Country of Publication: United States NLM ID: 101767986 Publication Model: Electronic Cited Medium: Internet NLM ISO Abbreviation: medRxiv Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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