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This review provides a comprehensive overview of the major risk scores used across a broad spectrum of cardiovascular diseases, such as atrial fibrillation, acute coronary syndrome, and others, highlighting their development, clinical applications, and evolving roles in guideline\u2010directed care. Importantly, predictive performance alone does not guarantee clinical benefit. 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