Characteristics and outcomes of hospital admissions for COVID-19 and influenza in the Toronto area.


Journal

CMAJ : Canadian Medical Association journal = journal de l'Association medicale canadienne
ISSN: 1488-2329
Titre abrégé: CMAJ
Pays: Canada
ID NLM: 9711805

Informations de publication

Date de publication:
22 03 2021
Historique:
accepted: 28 01 2021
pubmed: 12 2 2021
medline: 2 4 2021
entrez: 11 2 2021
Statut: ppublish

Résumé

Patient characteristics, clinical care, resource use and outcomes associated with admission to hospital for coronavirus disease 2019 (COVID-19) in Canada are not well described. We described all adults with COVID-19 or influenza discharged from inpatient medical services and medical-surgical intensive care units (ICUs) between Nov. 1, 2019, and June 30, 2020, at 7 hospitals in Toronto and Mississauga, Ontario. We compared patient outcomes using multivariable regression models, controlling for patient sociodemographic factors and comorbidity level. We validated the accuracy of 7 externally developed risk scores to predict mortality among patients with COVID-19. There were 1027 hospital admissions with COVID-19 (median age 65 yr, 59.1% male) and 783 with influenza (median age 68 yr, 50.8% male). Patients younger than 50 years accounted for 21.2% of all admissions for COVID-19 and 24.0% of ICU admissions. Compared with influenza, patients with COVID-19 had significantly greater in-hospital mortality (unadjusted 19.9% v. 6.1%, adjusted relative risk [RR] 3.46, 95% confidence interval [CI] 2.56-4.68), ICU use (unadjusted 26.4% v. 18.0%, adjusted RR 1.50, 95% CI 1.25-1.80) and hospital length of stay (unadjusted median 8.7 d v. 4.8 d, adjusted rate ratio 1.45, 95% CI 1.25-1.69). Thirty-day readmission was not significantly different (unadjusted 9.3% v. 9.6%, adjusted RR 0.98, 95% CI 0.70-1.39). Three points-based risk scores for predicting in-hospital mortality showed good discrimination (area under the receiver operating characteristic curve [AUC] ranging from 0.72 to 0.81) and calibration. During the first wave of the pandemic, admission to hospital for COVID-19 was associated with significantly greater mortality, ICU use and hospital length of stay than influenza. Simple risk scores can predict in-hospital mortality in patients with COVID-19 with good accuracy.

Sections du résumé

BACKGROUND
Patient characteristics, clinical care, resource use and outcomes associated with admission to hospital for coronavirus disease 2019 (COVID-19) in Canada are not well described.
METHODS
We described all adults with COVID-19 or influenza discharged from inpatient medical services and medical-surgical intensive care units (ICUs) between Nov. 1, 2019, and June 30, 2020, at 7 hospitals in Toronto and Mississauga, Ontario. We compared patient outcomes using multivariable regression models, controlling for patient sociodemographic factors and comorbidity level. We validated the accuracy of 7 externally developed risk scores to predict mortality among patients with COVID-19.
RESULTS
There were 1027 hospital admissions with COVID-19 (median age 65 yr, 59.1% male) and 783 with influenza (median age 68 yr, 50.8% male). Patients younger than 50 years accounted for 21.2% of all admissions for COVID-19 and 24.0% of ICU admissions. Compared with influenza, patients with COVID-19 had significantly greater in-hospital mortality (unadjusted 19.9% v. 6.1%, adjusted relative risk [RR] 3.46, 95% confidence interval [CI] 2.56-4.68), ICU use (unadjusted 26.4% v. 18.0%, adjusted RR 1.50, 95% CI 1.25-1.80) and hospital length of stay (unadjusted median 8.7 d v. 4.8 d, adjusted rate ratio 1.45, 95% CI 1.25-1.69). Thirty-day readmission was not significantly different (unadjusted 9.3% v. 9.6%, adjusted RR 0.98, 95% CI 0.70-1.39). Three points-based risk scores for predicting in-hospital mortality showed good discrimination (area under the receiver operating characteristic curve [AUC] ranging from 0.72 to 0.81) and calibration.
INTERPRETATION
During the first wave of the pandemic, admission to hospital for COVID-19 was associated with significantly greater mortality, ICU use and hospital length of stay than influenza. Simple risk scores can predict in-hospital mortality in patients with COVID-19 with good accuracy.

Identifiants

pubmed: 33568436
pii: cmaj.202795
doi: 10.1503/cmaj.202795
pmc: PMC8096386
doi:

Types de publication

Comparative Study Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

E410-E418

Informations de copyright

© 2021 Joule Inc. or its licensors.

Déclaration de conflit d'intérêts

Competing interests: Amol Verma and Fahad Razak report personal fees from Ontario Health. Michael Fralick reports personal fees from Pine Trees, outside the submitted work. No other competing interests were declared.

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Auteurs

Amol A Verma (AA)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont. amol.verma@mail.utoronto.ca.

Tejasvi Hora (T)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Hae Young Jung (HY)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Michael Fralick (M)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Sarah L Malecki (SL)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Lauren Lapointe-Shaw (L)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Adina Weinerman (A)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Terence Tang (T)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Janice L Kwan (JL)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Jessica J Liu (JJ)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Shail Rawal (S)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Timothy C Y Chan (TCY)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Angela M Cheung (AM)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Laura C Rosella (LC)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Marzyeh Ghassemi (M)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Margaret Herridge (M)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Muhammad Mamdani (M)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

Fahad Razak (F)

Li Ka Shing Knowledge Institute (Verma, Hora, Jung, Chan, Mamdani, Razak), St. Michael's Hospital, Unity Health Toronto; Department of Medicine (Verma, Fralick, Malecki, Lapointe-Shaw, Weinerman, Tang, Kwan, Liu, Rawal, Cheung, Herridge, Mamdani, Razak), and Institute of Health Policy, Management and Evaluation (Verma, Cheung, Mamdani, Razak), University of Toronto, Toronto, Ont.; Department of Geography and Environmental Management (Hora), University of Waterloo, Waterloo, Ont.; Department of Medicine (Fralick, Kwan), Sinai Health System; Department of Medicine (Lapointe-Shaw, Liu, Rawal, Cheung, Herridge) and Toronto General Hospital Research Institute (Lapointe-Shaw), University Health Network; Women's Institute for Health System Solutions and Virtual Care (Lapointe-Shaw), Women's College Hospital; ICES Central (Lapointe-Shaw, Rosella); Department of Medicine (Weinerman), Sunnybrook Health Sciences Centre; Institute for Better Health (Tang, Rosella), Trillium Health Partners, Mississauga, Ont.; Department of Mechanical and Industrial Engineering (Chan), University of Toronto; Joint Department of Medical Imaging (Cheung), University Health Network; Division of Epidemiology (Cheung, Rosella), Dalla Lana School of Public Health; Vector Institute (Rosella, Ghassemi); Department of Computer Science (Ghassemi) and Leslie Dan Faculty of Pharmacy (Mamdani), University of Toronto, Ont.

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