ArticleBMJ open2021
Country-level determinants of the severity of the first global wave of the COVID-19 pandemic: an ecological study.
Article in BMJ open, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers, 1 of them a synthesis that pooled it.
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Who cites it
32 citing papers in PubMed, 1 synthesis or guideline pooled it.
- A scoping review of COVID-19 modelling studies in Belgium 2020-2024: incorporation of behaviour and lessons learned.Archives of public health = Archives belges de sante publique · 2026Pooled it
- Significant but small: the modest impact of population ageing on reported COVID-19 case rates worldwide.Future science OA · 2026Article
- The Impact of the COVID-19 Pandemic in Greece, 2020-January 2023: An Analysis Based on National Digital COVID-19 and Vaccination Registries.Epidemiologia (Basel, Switzerland) · 2026Article
- Sustained mental health impacts of COVID-19 among people living with and without HIV in the Dominican Republic.BMC public health · 2026Article
- Excess mortality in Europe estimated by EuroMOMO during the COVID-19 pandemic and previous influenza seasons.Nature communications · 2026Article
- Gaps and opportunities for data systems and economics to support priority setting for climate-sensitive infectious diseases in sub-Saharan Africa: A rapid scoping review.PLOS global public health · 2025Article
- Country-specific determinants for COVID-19 case fatality rate and response strategies from a global perspective: an interpretable machine learning framework.Population health metrics · 2024Article
- Country-level predictors of COVID-19 mortality.Scientific reports · 2023Article
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- The impact of access to financial services on mitigating COVID-19 mortality globally.PLOS global public health · 2023Article
- Machine-learning method for analyzing and predicting the number of hospitalizations of children during the fourth wave of the COVID-19 pandemic in the Lviv region.Journal of reliable intelligent environments · 2023Article
- Environmental and societal factors associated with COVID-19-related death in people with rheumatic disease: an observational study.The Lancet. Rheumatology · 2022Article
- COVID-19 trends, public restrictions policies and vaccination status by economic ranking of countries: a longitudinal study from 110 countries.Archives of public health = Archives belges de sante publique · 2022Article
- Correlation between country-level numbers of COVID-19 cases and mortalities, and country-level characteristics: A global study.Scandinavian journal of public health · 2022Article
- The COVID-19 pandemic in Brazilian pregnant and postpartum women: results from the REBRACO prospective cohort study.Scientific reports · 2022Article
- Country-level determinants of COVID-19 case rates and death rates: An ecological study.Transboundary and emerging diseases · 2022Article
- Effects of environmental parameters and their interactions on the spreading of SARS-CoV-2 in North Italy under different social restrictions. A new approach based on multivariate analysis.Environmental research · 2022Article
- An in-depth statistical analysis of the COVID-19 pandemic's initial spread in the WHO African region.BMJ global health · 2022Article
- Ecological studies of COVID-19 and air pollution: How useful are they?Environmental epidemiology (Philadelphia, Pa.) · 2022Article
Corrections and comments
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Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveWe aimed to identify the country-level determinants of the severity of the first wave of the COVID-19 pandemic.
designEcological study of publicly available data. Countries reporting >25 COVID-19 related deaths until 8 June 2020 were included. The outcome was log mean mortality rate from COVID-19, an estimate of the country-level daily increase in reported deaths during the ascending phase of the epidemic curve. Potential determinants assessed were most recently published demographic parameters (population and population density, percentage population living in urban areas, population >65 years, average body mass index and smoking prevalence); economic parameters (gross domestic product per capita); environmental parameters (pollution levels and mean temperature (January-May); comorbidities (prevalence of diabetes, hypertension and cancer); health system parameters (WHO Health Index and hospital beds per 10 000 population); international arrivals; the stringency index, as a measure of country-level response to COVID-19; BCG vaccination coverage; UV radiation exposure; and testing capacity. Multivariable linear regression was used to analyse the data. PRIMARY OUTCOME: Country-level mean mortality rate: the mean slope of the COVID-19 mortality curve during its ascending phase.
participantsThirty-seven countries were included: Algeria, Argentina, Austria, Belgium, Brazil, Canada, Chile, Colombia, the Dominican Republic, Ecuador, Egypt, Finland, France, Germany, Hungary, India, Indonesia, Ireland, Italy, Japan, Mexico, the Netherlands, Peru, the Philippines, Poland, Portugal, Romania, the Russian Federation, Saudi Arabia, South Africa, Spain, Sweden, Switzerland, Turkey, Ukraine, the UK and the USA.
resultsOf all country-level determinants included in the multivariable model, total number of international arrivals (beta 0.033 (95% CI 0.012 to 0.054)) and BCG vaccination coverage (-0.018 (95% CI -0.034 to -0.002)), were significantly associated with the natural logarithm of the mean death rate.
conclusionsInternational travel was directly associated with the mortality slope and thus potentially the spread of COVID-19. Very early restrictions on international travel should be considered to control COVID-19 outbreaks and prevent related deaths.
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