Overview Cardiovascular disease (CVD) remains a leading cause of mortality in Iran, underscoring the need for accurate, data-driven risk prediction tools. This study introduces an artificial intelligence (AI) based model designed to predict CVD events by leveraging longitudinal health data. By comparing advanced deep learning techniques with a traditional (yet sophisticated) mixed-effects logistic regression approach,…