Author

Wen-Yuan Yin

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Open access Sep 2026

Multivariate Machine Learning Model for Long-Term Risk Prediction of Acute Coronary Syndrome in Patients With Heart Failure With Preserved Ejection Fraction and Obstructive Sleep Apnea.

A machine learning-based model for multitime-point acute coronary syndrome risk prediction in patients with heart failure with preserved ejection fraction and obstructive sleep apnea is developed and externally validated.

Yi-Jun Wang, Ya-Nan Xu, Jin-Jia Peng et al. · Journal of the American Hear... · 0 citations

Open access Aug 2026

Predictive, preventive, and personalized medicine in statin-treated patients with NSTE-ACS, HFpEF, and type 2 diabetes: a data-driven model for long-term residual risk assessment

This 3PM/PPPM-guided framework enables early identification of high-risk phenotypes among NSTE-ACS patients with HFpEF and type 2 diabetes before irreversible clinical deterioration occurs.

Ze-Zheng Li, Hengyang Liu, Li Xu et al. · The EPMA Journal · 0 citations

Open access Jul 2026

Risk prediction for long-term cardiovascular events in patients with concurrent hypertension, HFpEF, and unstable angina: a multicenter machine learning-assisted cohort study

A machine learning-assisted, Cox-based nomogram incorporating five routinely available clinical and laboratory variables provided acceptable discrimination in the development cohort and modest-to-acceptable performance in geographically distinct validation and test cohorts, and may support individualized long-term risk...

Long Tang, Xiaomeng Yang, Zongchao Zuo et al. · Frontiers in Endocrinology · 0 citations