Publisher Copyright: © 2025 International Journal of Preventive Medicine.; Background: To provide a detailed understanding and apply a comprehensive strategy, this study examines the association between COVID‑19 vaccination and cardiovascular events. We conducted a Bayesian multivariate meta‑analysis using summary data across multiple outcomes including myocardial infarction, stroke, arrhythmia, and CAD, consid...