-
Loading metrics
Open Access
Peer-reviewed
Research Article
A 12-hospital prospective evaluation of a clinical decision support prognostic algorithm based on logistic regression as a form of machine learning to facilitate decision making for patients with suspected COVID-19
-
Monica I. Lupei ,
Contributed equally to this work with: Monica I. Lupei, Danni Li, Nicholas E. Ingraham
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Supervision, Visualization, Writing – original draft, Writing – review & editing
* E-mail: lupei001@umn.edu
Current address: Department of Anesthesiology, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America
Affiliation Division of Critical Care, Department of Anesthesiology, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America
⨯ -
Danni Li ,
Contributed equally to this work with: Monica I. Lupei, Danni Li, Nicholas E. Ingraham
Roles Conceptualization, Data curation, Formal analysis, Methodology, Visualization, Writing – original draft, Writing – review & editing
Affiliation Department of Laboratory Medicine and Pathology, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America
⨯ -
Nicholas E. Ingraham ,
Contributed equally to this work with: Monica I. Lupei, Danni Li, Nicholas E. Ingraham
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Writing – original draft, Writing – review & editing
Affiliation Division of Pulmonary and Critical Care, Department of Medicine, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America
⨯ -
Karyn D. Baum,
Roles Conceptualization, Data curation, Methodology, Resources, Writing – review & editing
Affiliation Division of General Internal Medicine, Department of Medicine, Section of Hospital Medicine, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America
⨯ -
Bradley Benson,
Roles Conceptualization, Writing – review & editing
Affiliation Division of General Internal Medicine, Department of Medicine, Section of Hospital Medicine, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America
⨯ -
Michael Puskarich,
Roles Conceptualization, Writing – original draft, Writing – review & editing
Affiliation Department of Emergency Medicine, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America
⨯ -
David Milbrandt,
Roles Conceptualization, Methodology, Writing – review & editing
Affiliation Department of Emergency Medicine, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America
⨯ -
Genevieve B. Melton,
Roles Conceptualization, Investigation, Methodology, Project administration, Supervision, Writing – review & editing
Affiliations Department of Surgery, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America, Institute for Health Informatics, University of Minnesota, Minneapolis, Minnesota, United States of America
⨯ -
Daren Scheppmann,
Roles Conceptualization, Data curation, Investigation
Affiliation Institute for Health Informatics, University of Minnesota, Minneapolis, Minnesota, United States of America
⨯ -
Michael G. Usher ,
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Visualization, Writing – original draft, Writing – review & editing
¶‡ MGU and CJT also contributed equally to this work
Affiliation Division of General Internal Medicine, Department of Medicine, Section of Hospital Medicine, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America
⨯ -
Christopher J. Tignanelli
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Supervision, Validation, Writing – original draft, Writing – review & editing
¶‡ MGU and CJT also contributed equally to this work
Affiliations Department of Surgery, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America, Institute for Health Informatics, University of Minnesota, Minneapolis, Minnesota, United States of America, Division of Critical Care and Acute Care Surgery, Department of Surgery, University of Minnesota Medical School, Minneapolis, Minnesota, United States of America
⨯
A 12-hospital prospective evaluation of a clinical decision support prognostic algorithm based on logistic regression as a form of machine learning to facilitate decision making for patients with suspected COVID-19
- Monica I. Lupei,
- Danni Li,
- Nicholas E. Ingraham,
- Karyn D. Baum,
- Bradley Benson,
- Michael Puskarich,
- David Milbrandt,
- Genevieve B. Melton,
- Daren Scheppmann,
- Michael G. Usher
- Published: January 5, 2022
- https://doi.org/10.1371/journal.pone.0262193