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Ying Qian

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Open access Jul 2026

China-calibration-ready echocardiographic feature modeling for LVEF-derived dysfunction classification: a surrogate-label proof-of-concept

The primary contribution of this study is a transparent, calibration-ready analytical scaffold that can be reused and extended in future prospective Chinese anthracycline cohorts that incorporate true right ventricular outcome measures.

Ming-Zhu Yang, Ying Qian, Yu-Hui Zhang et al. · Frontiers in Medicine · 0 citations