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Zhi-Ping Meng

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Open access Aug 2026

Machine learning-based identification of heart failure with reduced ejection fraction using routine laboratory indicators

A 13-indicator routine laboratory model provided moderate discrimination for distinguishing HFrEF from HFmrEF/HFpEF, and should be regarded as an adjunctive triage tool pending external and prospective validation, not as a substitute for echocardiographic phenotyping.

Zhi-Ping Meng, Xue-Zhan Qin, Bin-Bin Liang et al. · 0 citations

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