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Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study.

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Title: Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study.
Authors: Kamran F; Division of Computer Science and Engineering, University of Michigan College of Engineering, Ann Arbor, MI 48109, USA.; Joint first authors., Tang S; Division of Computer Science and Engineering, University of Michigan College of Engineering, Ann Arbor, MI 48109, USA.; Joint first authors., Otles E; Department of Industrial and Operations Engineering, University of Michigan College of Engineering, Ann Arbor, MI, USA.; Medical Scientist Training Program, University of Michigan Medical School, Ann Arbor, MI, USA., McEvoy DS; Mass General Brigham Digital Health eCare, Somerville, MA, USA., Saleh SN; Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA.; Clinical Informatics Center, University of Texas Southwestern Medical Center, Dallas, TX, USA., Gong J; Center for Clinical Informatics and Improvement Research, University of California, San Francisco, CA, USA., Li BY; Division of Computer Science and Engineering, University of Michigan College of Engineering, Ann Arbor, MI 48109, USA.; Medical Scientist Training Program, University of Michigan Medical School, Ann Arbor, MI, USA., Dutta S; Mass General Brigham Digital Health eCare, Somerville, MA, USA.; Department of Emergency Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA., Liu X; Division of Hospital Medicine, University of California, San Francisco, San Francisco, CA, USA., Medford RJ; Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA.; Clinical Informatics Center, University of Texas Southwestern Medical Center, Dallas, TX, USA., Valley TS; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA., West LR; Infection Control Unit, Massachusetts General Hospital, Boston, MA, USA., Singh K; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Department of Learning Health Sciences, University of Michigan Medical School, Ann Arbor, MI, USA., Blumberg S; Division of Hospital Medicine, University of California, San Francisco, San Francisco, CA, USA.; Francis I Proctor Foundation, University of California, San Francisco, San Francisco, CA, USA., Donnelly JP; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Department of Learning Health Sciences, University of Michigan Medical School, Ann Arbor, MI, USA., Shenoy ES; Infection Control Unit, Massachusetts General Hospital, Boston, MA, USA.; Department of Medicine, Harvard Medical School, Boston, MA, USA.; Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA., Ayanian JZ; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA., Nallamothu BK; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA., Sjoding MW; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA.; Joint senior authors., Wiens J; Division of Computer Science and Engineering, University of Michigan College of Engineering, Ann Arbor, MI 48109, USA wiensj@umich.edu.; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Joint senior authors.
Source: BMJ (Clinical research ed.) [BMJ] 2022 Feb 17; Vol. 376, pp. e068576. Date of Electronic Publication: 2022 Feb 17.
Publication Type: Journal Article; Multicenter Study; Research Support, N.I.H., Intramural; Validation Study
Journal Info: Publisher: British Medical Association Country of Publication: England NLM ID: 8900488 Publication Model: Electronic Cited Medium: Internet ISSN: 1756-1833 (Electronic) Linking ISSN: 09598138 NLM ISO Abbreviation: BMJ Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study.
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  Data: <searchLink fieldCode="AU" term="%22Kamran+F%22">Kamran F</searchLink>; Division of Computer Science and Engineering, University of Michigan College of Engineering, Ann Arbor, MI 48109, USA.; Joint first authors.<br /><searchLink fieldCode="AU" term="%22Tang+S%22">Tang S</searchLink>; Division of Computer Science and Engineering, University of Michigan College of Engineering, Ann Arbor, MI 48109, USA.; Joint first authors.<br /><searchLink fieldCode="AU" term="%22Otles+E%22">Otles E</searchLink>; Department of Industrial and Operations Engineering, University of Michigan College of Engineering, Ann Arbor, MI, USA.; Medical Scientist Training Program, University of Michigan Medical School, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22McEvoy+DS%22">McEvoy DS</searchLink>; Mass General Brigham Digital Health eCare, Somerville, MA, USA.<br /><searchLink fieldCode="AU" term="%22Saleh+SN%22">Saleh SN</searchLink>; Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA.; Clinical Informatics Center, University of Texas Southwestern Medical Center, Dallas, TX, USA.<br /><searchLink fieldCode="AU" term="%22Gong+J%22">Gong J</searchLink>; Center for Clinical Informatics and Improvement Research, University of California, San Francisco, CA, USA.<br /><searchLink fieldCode="AU" term="%22Li+BY%22">Li BY</searchLink>; Division of Computer Science and Engineering, University of Michigan College of Engineering, Ann Arbor, MI 48109, USA.; Medical Scientist Training Program, University of Michigan Medical School, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Dutta+S%22">Dutta S</searchLink>; Mass General Brigham Digital Health eCare, Somerville, MA, USA.; Department of Emergency Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Liu+X%22">Liu X</searchLink>; Division of Hospital Medicine, University of California, San Francisco, San Francisco, CA, USA.<br /><searchLink fieldCode="AU" term="%22Medford+RJ%22">Medford RJ</searchLink>; Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA.; Clinical Informatics Center, University of Texas Southwestern Medical Center, Dallas, TX, USA.<br /><searchLink fieldCode="AU" term="%22Valley+TS%22">Valley TS</searchLink>; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22West+LR%22">West LR</searchLink>; Infection Control Unit, Massachusetts General Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Singh+K%22">Singh K</searchLink>; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Department of Learning Health Sciences, University of Michigan Medical School, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Blumberg+S%22">Blumberg S</searchLink>; Division of Hospital Medicine, University of California, San Francisco, San Francisco, CA, USA.; Francis I Proctor Foundation, University of California, San Francisco, San Francisco, CA, USA.<br /><searchLink fieldCode="AU" term="%22Donnelly+JP%22">Donnelly JP</searchLink>; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Department of Learning Health Sciences, University of Michigan Medical School, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Shenoy+ES%22">Shenoy ES</searchLink>; Infection Control Unit, Massachusetts General Hospital, Boston, MA, USA.; Department of Medicine, Harvard Medical School, Boston, MA, USA.; Division of Infectious Diseases, Massachusetts General Hospital, Boston, MA, USA.<br /><searchLink fieldCode="AU" term="%22Ayanian+JZ%22">Ayanian JZ</searchLink>; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Nallamothu+BK%22">Nallamothu BK</searchLink>; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Sjoding+MW%22">Sjoding MW</searchLink>; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA.; Joint senior authors.<br /><searchLink fieldCode="AU" term="%22Wiens+J%22">Wiens J</searchLink>; Division of Computer Science and Engineering, University of Michigan College of Engineering, Ann Arbor, MI 48109, USA wiensj@umich.edu.; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA.; Joint senior authors.
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  Data: <searchLink fieldCode="JN" term="%228900488%22">BMJ (Clinical research ed.)</searchLink> [BMJ] 2022 Feb 17; Vol. 376, pp. e068576. <i>Date of Electronic Publication: </i>2022 Feb 17.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22British+Medical+Association%22">British Medical Association </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>8900488 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1756-1833 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2209598138%22">09598138 </searchLink><i>NLM ISO Abbreviation: </i>BMJ <i>Subsets: </i>MEDLINE
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