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This is a Quantitative Study study.

September 28, 2025

Clustering-based methodology for comparing multi-characteristic epidemiological dynamics with application to COVID-19 epidemiology in Europe.

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Clustering analysis revealed associations between COVID-19 dynamics, sociodemographic factors, and vaccination rates across 42 European countries.

Distinct patterns emerged, showing moderate agreement between vaccination and incidence clustering, yet weak correlation with mortality.
The analysis of 42 European countries identified correlations among COVID-19 dynamics, genetic diversity, and sociodemographic factors.
Hierarchical clustering combined with cophenetic correlation quantified the relationships between different epidemiological characteristics.
Findings suggest that clustering-based methods elucidate important epidemiological disparities among countries and their populations.

Kirpich et al. (2025) studied this question.

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Clustering analysis revealed associations between COVID-19 dynamics, sociodemographic factors, and vaccination rates across 42 European countries.