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Open access Sep 2026

Group-Aware and Explainable Machine Learning Framework for Heart Disease Prediction Using Optimized CatBoost

Accurate and reliable heart disease prediction can support early risk assessment and improve clinical decision-making. However, repeated or duplicate observations in widely used heart disease datasets can introduce data leakage and lead to overly optimistic performance estimates. This study proposes a duplicate-aware a...

Romaan Khan, Tufail Khan, Muhammad Tahir et al. · 0 citations

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