Value of laboratory results in addition to vital signs in a machine learning algorithm to predict in-hospital cardiac arrest: A single-center retrospective cohort study

• Ryo Ueno ,

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: ryo.ueno@monash.edu

  Affiliations Department of Intensive Care Medicine, Kameda Medical Center, Chiba, Japan, Australian and New Zealand Intensive Care Research Center, School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia, Department of Intensive Care, Austin Hospital, Melbourne, Australia

  http://orcid.org/0000-0003-1681-0107

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• Liyuan Xu,

  Roles Formal analysis, Methodology, Software, Visualization, Writing – review & editing

  Affiliation Department of Computer Science, Graduate School of Information Science and Technology, The University of Tokyo, Tokyo, Japan

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• Wataru Uegami,

  Roles Conceptualization, Data curation, Methodology, Project administration

  Affiliation Anatomical Pathology, Kameda Medical Center, Chiba, Japan

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• Hiroki Matsui,

  Roles Conceptualization, Methodology, Writing – review & editing

  Affiliation Clinical Research Support Division, Kameda Medical Center, Chiba, Japan

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• Jun Okui,

  Roles Conceptualization, Data curation, Project administration

  Affiliation Post-Graduate Education Center, Kameda Medical Center, Chiba, Japan

  http://orcid.org/0000-0002-5226-1347

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• Hiroshi Hayashi,

  Roles Conceptualization, Data curation, Project administration

  Affiliation Post-Graduate Education Center, Kameda Medical Center, Chiba, Japan

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• Toru Miyajima,

  Roles Conceptualization, Data curation, Project administration

  Affiliation Post-Graduate Education Center, Kameda Medical Center, Chiba, Japan

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• Yoshiro Hayashi,

  Roles Project administration, Writing – review & editing

  Affiliation Department of Intensive Care Medicine, Kameda Medical Center, Chiba, Japan

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• David Pilcher,

  Roles Conceptualization, Methodology, Supervision, Writing – original draft, Writing – review & editing

  Affiliation Australian and New Zealand Intensive Care Research Center, School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia

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• Daryl Jones

  Roles Conceptualization, Methodology, Supervision, Writing – original draft, Writing – review & editing

  Affiliations Australian and New Zealand Intensive Care Research Center, School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia, Department of Intensive Care, Austin Hospital, Melbourne, Australia

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