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Author

Hai-Yan Xu

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Open access Oct 2026

Machine Learning‐Based Prediction of Mortality in Patients With Mitral Regurgitation: Results From Two Nationwide, Prospective Studies

Mitral regurgitation (MR) is among the most prevalent valvular heart diseases. We developed and externally validated a machine learning (ML)‐based mortality prediction model for patients with significant MR. From the ChinaValvular Heart Disease (China‐VHD) registry, 6323 patients with moderate or greater MR were random...

Yu-Zhe Yin, Jun-Xing Lv, Qing-Hao Zhao et al. · 0 citations
Open access Aug 2026

Prevalence and Prognostic Significance of Frailty in Elderly Patients With Severe Valvular Heart Diseases

Frailty is highly prevalent and independently associated with poor prognosis in severe VHD, and the simplified 4-item frailty score offers a practical and incrementally valuable tool for enhancing risk stratification in routine clinical practice.

Cheng-Qing Jiang, Ziang Li, Yun-Qing Ye et al. · 0 citations

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