Evidence map›Paper›PMID 32963024›Full record

ArticleCMAJ open

Estimated surge in hospital and intensive care admission because of the coronavirus disease 2019 pandemic in the Greater Toronto Area, Canada: a mathematical modelling study.

Sharmistha Mishra, Linwei Wang, Huiting Ma, Kristy C Y Yiu, J Michael Paterson, Eliane Kim, Michael J Schull, Victoria Pequegnat, Anthea Lee, Lisa Ishiguro and 6 more

Abstract readComparative Study
In one paragraph

Article in CMAJ open. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Article
  2. Article
  3. Automated closed-loop FiOFrontiers in medicine · 2022
    Article
  4. Pivoting data and analytic capacity to support Ontario's COVID-19 response.International journal of population data science · 2020
    Article
  5. Article
  6. Observational
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

16 authors.

Sharmistha MishraDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont. sharmistha.mishra@utoronto.ca.
Linwei WangDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
Huiting MaDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
Kristy C Y YiuDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
J Michael PatersonDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
Eliane KimDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
Michael J SchullDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
Victoria PequegnatDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
Anthea LeeDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
Lisa IshiguroDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
Eric CoomesDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
Adrienne ChanDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
Mark DowningDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
David LandsmanDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
Sharon StrausDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.
Matthew MullerDivision of Infectious Diseases, Department of Medicine (Mishra, Coomes, Chan, Muller); MAP Centre for Urban Health Solutions (Mishra, Wang, Ma, Yiu, Landsman), Li Ka Shing Knowledge Institute, St. Michael's Hospital; Institute of Health Policy, Management and Evaluation (Paterson, Schull), University of Toronto; ICES (Paterson, Kim, Schull, Ishiguro); Decision Support (Pequegnat, Lee), Unity Health Toronto; Division of Infectious Diseases (Chan), Sunnybrook Health Sciences, University of Toronto; Infection Prevention and Control (Downing), St. Joseph's Health Centre, Unity Health Toronto; Department of Medicine (Straus), St. Michael's Hospital, University of Toronto; Infection Prevention and Control (Muller), St. Michael's Hospital, Unity Health Toronto, Toronto, Ont.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIn pandemics, local hospitals need to anticipate a surge in health care needs. We examined the modelled surge because of the coronavirus disease 2019 (COVID-19) pandemic that was used to inform the early hospital-level response against cases as they transpired.

methodsTo estimate hospital-level surge in March and April 2020, we simulated a range of scenarios of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) spread in the Greater Toronto Area (GTA), Canada, using the best available data at the time. We applied outputs to hospital-specific data to estimate surge over 6 weeks at 2 hospitals (St. Michael's Hospital and St. Joseph's Health Centre). We examined multiple scenarios, wherein the default (R

resultsFor the hospitals to remain below non-ICU bed capacity, the default pessimistic scenario required a reduction in non-COVID-19 inpatient care by 38% and 28%, respectively, with St. Michael's Hospital requiring 40 new ICU beds and St. Joseph's Health Centre reducing its ICU beds for non-COVID-19 care by 6%. The absolute difference between default-projected and observed census of inpatients with COVID-19 at each hospital was less than 20 from Mar. 25 to Apr. 11; projected and observed cases diverged widely thereafter. Uncertainty in local epidemiological features was more influential than uncertainty in clinical severity.

interpretationScenario-based analyses were reliable in estimating short-term cases, but would require frequent re-analyses. Distribution of the city's surge was expected to vary across hospitals, and community-level strategies were key to mitigating each hospital's surge.

Indexed as

CanadaCOVID-19ForecastingHealth Services Needs and DemandHospitalizationHospitalsHumansInpatientsIntensive Care UnitsModels, TheoreticalSARS-CoV-2Surge Capacity

Identifiers

PMID32963024
PMCPMC7641231

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