Author

Yi-Tong Liu

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Open access Sep 2026

Machine-learning phenotyping and exploratory medication-outcome associations in heart failure with preserved ejection fraction: a multicohort retrospective study

The marked clinical and pathophysiological heterogeneity of HFpEF has repeatedly undermined uniform treatment strategies. Consequently, identifying distinct phenotypes and medication-associated patterns across phenotypes may inform future precision-medicine research. In this multicohort retrospective study,...

Qian-Li Ma, Shao-Tong Zhang, Cheng-Jian Guan et al. · Frontiers in Pharmacology · 0 citations

Review Open access Sep 2026

Generative artificial intelligence in lung cancer care: current applications, challenges, and future directions

A clinically oriented overview of the current applications of GAI across the lung cancer care continuum is provided and emerging developments, limitations, and future directions are discussed, including domain-specific models, multimodal systems, guideline-integrated decision support, and prospective validation framewo...

Wen-Zheng Zhang, Zhao-Rui Feng, Yi-Tong Liu et al. · Frontiers in Oncology · 0 citations