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Scientific Reports· 2025Q1

A dynamic weighted ensemble learning framework for cardiovascular risk prediction in type 2 diabetes: a comparative study with SHAP-based interpretability

ChunHong Yuan, Ziyang Liu, Xiangyu Li, Xiang Zhou et al.

Short summary

A novel dynamic weighted ensemble model integrating Traditional Chinese Medicine (TCM) tongue diagnosis and modern biomarkers achieved 95.68% accuracy in predicting cardiovascular risk in Type 2 diabetes patients, outperforming traditional models.

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