scholarly journals The role of case importation in explaining differences in early SARS-CoV-2 transmission dynamics in Canada—A mathematical modeling study of surveillance data

2021 ◽  
Vol 102 ◽  
pp. 254-259
Author(s):  
Arnaud Godin ◽  
Yiqing Xia ◽  
David L Buckeridge ◽  
Sharmistha Mishra ◽  
Dirk Douwes-Schultz ◽  
...  
2020 ◽  
Author(s):  
Arnaud Godin ◽  
Yiqing Xia ◽  
David L Buckeridge ◽  
Sharmistha Mishra ◽  
Dirk Douwes-Schultz ◽  
...  

Background: The Canadian epidemics of COVID-19 exhibit distinct early trajectories, with Québec bearing a very high initial burden. The semaine de relâche, or March break, took place two weeks earlier in Québec as compared to the rest of Canada. This event may have played a role in the spread of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). We aimed to examine the role of case importation in the early transmission dynamics of SARS-CoV-2 in Québec. Methods: Using detailed surveillance data, we developed and calibrated a deterministic SEIR-type compartmental model of SARS-CoV-2 transmission. We explored the impact of altering the number of imported cases on hospitalizations. Specifically, we investigated scenarios without case importation after March break, and as scenarios where cases were imported with the same frequency/timing as neighboring Ontario. Results: A total of 1,544 and 1,150 returning travelers were laboratory-confirmed in Québec and Ontario, respectively (with symptoms onset before 2020-03-25). The cumulative number of hospitalizations could have been reduced by 55% (95% credible interval [95%CrI]: 51-59%) had no cases been imported after Québec's March break. However, had Québec experienced Ontario's number of imported cases, cumulative hospitalizations would have only been reduced by 12% (95%CrI: 8-16%). Interpretation: Our results suggest that case importation played an important role in the early spread of COVID-19 in Québec. Yet, heavy importation of SARS-CoV-2 in early March could be insufficient to resolve interprovincial heterogeneities in cumulative hospitalizations. The importance of other factors -public health preparedness, responses, and capacity- should be investigated.


2014 ◽  
Vol 8 (1) ◽  
pp. e2642 ◽  
Author(s):  
Virginia E. Pitzer ◽  
Cayley C. Bowles ◽  
Stephen Baker ◽  
Gagandeep Kang ◽  
Veeraraghavan Balaji ◽  
...  

2007 ◽  
Author(s):  
Helen Clough ◽  
Jean Sanderson ◽  
Patrick Brown ◽  
Alexander Miller ◽  
Alasdair J. C. Cook

Author(s):  
V. V. Nefedev

For the definition and implementation of breakthrough technologies the most important is the role of scientific and technical forecasting. Well-known forecasting methods based on extrapolation, expert assessments and mathematical modeling are not universal and have a number of significant disadvantages. The article proposes an original method of scientific and technical forecasting based on the use of the methodology of artificial neural networks. 


Public Health ◽  
2021 ◽  
Author(s):  
Lu Bai ◽  
Haonan Lu ◽  
Hailin Hu ◽  
M. Kumi Smith ◽  
Katherine Harripersaud ◽  
...  

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