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Clinical evaluation of a machine learning-based early warning system for patient deterioration.

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Title: Clinical evaluation of a machine learning-based early warning system for patient deterioration.
Authors: Verma AA; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont. amol.verma@mail.utoronto.ca., Stukel TA; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont., Colacci M; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont., Bell S; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont., Ailon J; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont., Friedrich JO; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont., Murray J; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont., Kuzulugil S; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont., Yang Z; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont., Lee Y; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont., Pou-Prom C; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont., Mamdani M; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont.
Source: CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne [CMAJ] 2024 Sep 15; Vol. 196 (30), pp. E1027-E1037. Date of Electronic Publication: 2024 Sep 15.
Publication Type: Journal Article
Journal Info: Publisher: Canadian Medical Association Country of Publication: Canada NLM ID: 9711805 Publication Model: Electronic Cited Medium: Internet ISSN: 1488-2329 (Electronic) Linking ISSN: 08203946 NLM ISO Abbreviation: CMAJ Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Clinical evaluation of a machine learning-based early warning system for patient deterioration.
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  Data: <searchLink fieldCode="AU" term="%22Verma+AA%22">Verma AA</searchLink>; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont. amol.verma@mail.utoronto.ca.<br /><searchLink fieldCode="AU" term="%22Stukel+TA%22">Stukel TA</searchLink>; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; 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ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont.<br /><searchLink fieldCode="AU" term="%22Murray+J%22">Murray J</searchLink>; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont.<br /><searchLink fieldCode="AU" term="%22Kuzulugil+S%22">Kuzulugil S</searchLink>; St. Michael's Hospital (Verma, Colacci, Bell, Ailon, Friedrich, Kuzulugil, Yang, Lee, Pou-Prom, Mamdani), Unity Health Toronto; Department of Medicine (Verma, Colacci, Ailon, Friedrich, Lee, Mamdani), and Institute of Health Policy, Management, and Evaluation (Verma, Stukel, Colacci, Murray, Mamdani), and Department of Laboratory Medicine and Pathobiology (Verma, Mamdani), University of Toronto; 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ICES Central (Stukel); Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Toronto, Ont.
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