Limitations of COVID-19 testing and case data for evidence-informed health policy and practice
- PMID: 36698202
- PMCID: PMC9876649
- DOI: 10.1186/s12961-023-00963-1
Limitations of COVID-19 testing and case data for evidence-informed health policy and practice
Abstract
Background: Coronavirus disease 2019 (COVID-19) became a pandemic within a matter of months. Analysing the first year of the pandemic, data and surveillance gaps have subsequently surfaced. Yet, policy decisions and public trust in their country's strategies in combating COVID-19 rely on case numbers, death numbers and other unfamiliar metrics. There are many limitations on COVID-19 case counts internationally, which make cross-country comparisons of raw data and policy responses difficult.
Purpose and conclusions: This paper presents and describes steps in the testing and reporting process, with examples from a number of countries of barriers encountered in each step, all of which create an undercount of COVID-19 cases. This work raises factors to consider in COVID-19 data and provides recommendations to inform the current situation with COVID-19 as well as issues to be aware of in future pandemics.
Keywords: COVID-19; Case count; Epidemiology; Physical distancing policy; Testing.
© 2023. The Author(s).
Conflict of interest statement
The authors declare that they have no competing interests.
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References
-
- Pueyo T. Coronavirus: the hammer and the dance. Medium. 2020. https://medium.com/@tomaspueyo/coronavirus-the-hammer-and-the-dance-be93.... Accessed 5 Sep 2020.
-
- Ferguson N, Laydon D, Nedjati-Gilani G, et al. Report 9—impact of non-pharmaceutical interventions (NPIs) to reduce COVID-19 mortality and healthcare demand. WHO Collaborating Centre for Infectious Disease Modelling; MRC Centre for Global Infectious Disease Analysis; Abdul Latif Jameel Institute for Disease and Emergency Analytics; Imperial College London, UK; 2020. http://www.imperial.ac.uk/medicine/departments/school-public-health/infe.... Accessed 14 Dec 2020.
-
- Chu DK, Akl EA, Duda S, Solo K, Yaacoub S, Schünemann HJ, et al. Physical distancing, face masks, and eye protection to prevent person-to-person transmission of SARS-CoV-2 and COVID-19: a systematic review and meta-analysis. Lancet. 2020;395(10242):1973–1987. doi: 10.1016/S0140-6736(20)31142-9. - DOI - PMC - PubMed
-
- WHO. Archived: WHO Timeline—COVID-19. https://www.who.int/news/item/27-04-2020-who-timeline---covid-19. Accessed 14 Dec 2020.
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