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Although a diet rich in -carotene has been associated with a lower incidence of cardiovascular diseases, no evidence exists that supplementation with -carotene reduces the risk of cardiovascular disease (Voutilainen et al

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In contrast, the SMOTE-ENN resampling strategy significantly improved model performance, with RF, GBoost, and KNN achieving AUC over 0.995 and balanced metrics, such as recall beyond 0.98 and F1-scores exceeding 0.97, while even simpler models like LR and DT showed marked improvements in recall and F1-scores, showcasing the robustness of this technique in managing imbalanced datasets

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