Machine Learning-Based Identification of Risk Factors for ICU Mortality in 8902 Critically Ill Patients with Pandemic Viral Infection.

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Title: Machine Learning-Based Identification of Risk Factors for ICU Mortality in 8902 Critically Ill Patients with Pandemic Viral Infection.
Authors: Papiol E; Intensive Care Department, Vall d'Hebron University Hospital, 08035 Barcelona, Spain.; Shock, Organ Dysfunction and Resuscitation Research Group, Vall d'Hebron Research Institute (VHIR), 08035 Barcelona, Spain.; Medicine Department, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain., Ferrer R; Intensive Care Department, Vall d'Hebron University Hospital, 08035 Barcelona, Spain.; Shock, Organ Dysfunction and Resuscitation Research Group, Vall d'Hebron Research Institute (VHIR), 08035 Barcelona, Spain.; Medicine Department, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain., Ruiz-Rodríguez JC; Intensive Care Department, Vall d'Hebron University Hospital, 08035 Barcelona, Spain.; Shock, Organ Dysfunction and Resuscitation Research Group, Vall d'Hebron Research Institute (VHIR), 08035 Barcelona, Spain.; Medicine Department, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain., Díaz E; Critical Care Department, Hospital Parc Tauli, 08208 Sabadell, Spain., Zaragoza R; Critical Care Department, Hospital Dr. Peset, 46017 Valencia, Spain., Borges-Sa M; Critical Care Department, Hospital Son Llatzer, 07198 Palma de Mallorca, Spain., Berrueta J; Critical Care Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.; Tarragona Health Data Research Working Group (TheDaR), 43005 Tarragona, Spain., Gómez J; Technical Secretary Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain., Bodí M; Critical Care Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.; Medicine Department, Rovira i Virgili University, 43002 Tarragona, Spain.; Pere Virgili Health Research Institute, 43005 Tarragona, Spain.; Centre for Biomedical Research Network Respiratory Diseases (CIBERES), 43005 Tarragona, Spain., Sancho S; Critical Care Department, Hospital Universitario y Politécnico La Fe, 46026 Valencia, Spain., Suberviola B; Critical Care Department, Hospital Marques de Valdecilla, 39008 Santander, Spain., Trefler S; Critical Care Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.; Pere Virgili Health Research Institute, 43005 Tarragona, Spain., Rodríguez A; Critical Care Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.; Pere Virgili Health Research Institute, 43005 Tarragona, Spain.; Centre for Biomedical Research Network Respiratory Diseases (CIBERES), 43005 Tarragona, Spain.; Basic Sciences Department, Rovira I Virgili University, 43201 Tarragona, Spain.
Source: Journal of clinical medicine [J Clin Med] 2025 Jul 30; Vol. 14 (15). Date of Electronic Publication: 2025 Jul 30.
Publication Type: Journal Article
Journal Info: Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101606588 Publication Model: Electronic Cited Medium: Print ISSN: 2077-0383 (Print) Linking ISSN: 20770383 NLM ISO Abbreviation: J Clin Med Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Machine Learning-Based Identification of Risk Factors for ICU Mortality in 8902 Critically Ill Patients with Pandemic Viral Infection.
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  Data: <searchLink fieldCode="AU" term="%22Papiol+E%22">Papiol E</searchLink>; Intensive Care Department, Vall d'Hebron University Hospital, 08035 Barcelona, Spain.; Shock, Organ Dysfunction and Resuscitation Research Group, Vall d'Hebron Research Institute (VHIR), 08035 Barcelona, Spain.; Medicine Department, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Ferrer+R%22">Ferrer R</searchLink>; Intensive Care Department, Vall d'Hebron University Hospital, 08035 Barcelona, Spain.; Shock, Organ Dysfunction and Resuscitation Research Group, Vall d'Hebron Research Institute (VHIR), 08035 Barcelona, Spain.; Medicine Department, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Ruiz-Rodríguez+JC%22">Ruiz-Rodríguez JC</searchLink>; Intensive Care Department, Vall d'Hebron University Hospital, 08035 Barcelona, Spain.; Shock, Organ Dysfunction and Resuscitation Research Group, Vall d'Hebron Research Institute (VHIR), 08035 Barcelona, Spain.; Medicine Department, Universitat Autònoma de Barcelona, 08035 Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Díaz+E%22">Díaz E</searchLink>; Critical Care Department, Hospital Parc Tauli, 08208 Sabadell, Spain.<br /><searchLink fieldCode="AU" term="%22Zaragoza+R%22">Zaragoza R</searchLink>; Critical Care Department, Hospital Dr. Peset, 46017 Valencia, Spain.<br /><searchLink fieldCode="AU" term="%22Borges-Sa+M%22">Borges-Sa M</searchLink>; Critical Care Department, Hospital Son Llatzer, 07198 Palma de Mallorca, Spain.<br /><searchLink fieldCode="AU" term="%22Berrueta+J%22">Berrueta J</searchLink>; Critical Care Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.; Tarragona Health Data Research Working Group (TheDaR), 43005 Tarragona, Spain.<br /><searchLink fieldCode="AU" term="%22Gómez+J%22">Gómez J</searchLink>; Technical Secretary Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.<br /><searchLink fieldCode="AU" term="%22Bodí+M%22">Bodí M</searchLink>; Critical Care Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.; Medicine Department, Rovira i Virgili University, 43002 Tarragona, Spain.; Pere Virgili Health Research Institute, 43005 Tarragona, Spain.; Centre for Biomedical Research Network Respiratory Diseases (CIBERES), 43005 Tarragona, Spain.<br /><searchLink fieldCode="AU" term="%22Sancho+S%22">Sancho S</searchLink>; Critical Care Department, Hospital Universitario y Politécnico La Fe, 46026 Valencia, Spain.<br /><searchLink fieldCode="AU" term="%22Suberviola+B%22">Suberviola B</searchLink>; Critical Care Department, Hospital Marques de Valdecilla, 39008 Santander, Spain.<br /><searchLink fieldCode="AU" term="%22Trefler+S%22">Trefler S</searchLink>; Critical Care Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.; Pere Virgili Health Research Institute, 43005 Tarragona, Spain.<br /><searchLink fieldCode="AU" term="%22Rodríguez+A%22">Rodríguez A</searchLink>; Critical Care Department, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.; Pere Virgili Health Research Institute, 43005 Tarragona, Spain.; Centre for Biomedical Research Network Respiratory Diseases (CIBERES), 43005 Tarragona, Spain.; Basic Sciences Department, Rovira I Virgili University, 43201 Tarragona, Spain.
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  Data: <searchLink fieldCode="JN" term="%22101606588%22">Journal of clinical medicine</searchLink> [J Clin Med] 2025 Jul 30; Vol. 14 (15). <i>Date of Electronic Publication: </i>2025 Jul 30.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22MDPI+AG%22">MDPI AG </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101606588 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>2077-0383 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220770383%22">20770383 </searchLink><i>NLM ISO Abbreviation: </i>J Clin Med <i>Subsets: </i>PubMed not MEDLINE
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              Text: 2025 Jul 30
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