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SARS-CoV-2 Surveillance System in Canada: Longitudinal Trend Analysis
Lori Post1, Michael J Boctor2, Tariq Z Issa2
1Buehler Center for Health Policy and Economics, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States.
Advanced COVID-19 surveillance metrics in Canada revealed decreasing transmission speed overall, though Nunavut saw a significant increase. This enhanced surveillance helps identify outbreak risks and effective control strategies for public health policy.
Area of Science:
- Epidemiology
- Public Health Surveillance
Background:
- The COVID-19 pandemic necessitated adaptive public health responses globally.
- Varied regional success in controlling SARS-CoV-2 spread highlighted the need for advanced surveillance metrics.
- Effective governance and sociopolitical factors influenced pandemic containment strategies.
Purpose of the Study:
- To develop advanced COVID-19 surveillance metrics for Canada, including country, province, and territory levels.
- To incorporate pandemic dynamics like speed, acceleration, jerk, and persistence into surveillance.
- To identify regions at risk of explosive growth and those with successful outbreak control.
Main Methods:
- Employed a longitudinal trend analysis study design using 62 days of COVID-19 data from Canadian public health registries.
- Utilized an empirical difference equation to model daily new cases based on prior cases and testing levels.
- Applied a dynamic panel model estimated using the generalized method of moments (Arellano-Bond estimator in R).
Main Results:
- Canada's overall transmission speed decreased from 8.4 to 7.5 daily new cases per 100,000 population between two consecutive weeks in February 2021.
- Ontario and Quebec showed reduced transmission speeds, while Nunavut experienced a significant increase (3.3 to 10.9 daily new cases per 100,000 population).
- Persistence of new cases indicated 7.5 transmissions from 7 days prior during the latter week.
Conclusions:
- Canada demonstrated effective COVID-19 control, particularly during the initial shutdown and subsequent waves.
- Enhanced surveillance is crucial for identifying emerging outbreaks and potential explosive growth.
- Proactive health policy informed by advanced surveillance can improve pandemic management.
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Residuals and Least-Squares Property
If the observed data point lies above the line, the residual is positive, and the line underestimates the actual data value for y. If the observed data point lies below the line, the residual is negative, and the line overestimates the actual data value for y.
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