2025. A Machine Learning Framework for Predicting Cardiovascular Disease Risk: A Comparative Analysis Using the UCI Heart Disease Dataset. International Journal of Modern Computer Science and IT Innovations. 2, 10 (Oct. 2025), 1–10. DOI:https://doi.org/10.55640/.