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Zheng-Yang Zhu

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Review Open access Oct 2026

A machine learning-derived aging index for risk stratification and mortality prediction in cardiovascular-kidney-metabolic syndrome: A retrospective cohort study

Background The cardiovascular‑kidney‑metabolic (CKM) syndrome shows substantial heterogeneity in progression, yet existing biological age indices are not tailored to CKM pathways. We developed an aging index (CKMAI) using machine learning and evaluated its predictive performance for mortality and high‑risk CKM status....

Zheng-Yang Zhu, Ke-Jun Ren, Dong Wang et al. · 0 citations

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