Author

Wen-Jie Zhou

2 papers indexed here

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Open access Oct 2026

Development and validation of a prognostic prediction model for elderly patients with sepsis-associated acute kidney injury based on interpretable machine learning

Background Elderly patients with sepsis-associated acute kidney injury (SA-AKI) have high short-term mortality; early identification of high-risk individuals is critical for personalized intervention. Traditional clinical scoring systems relying on linear assumptions and conventional machine learning models often lack...

Nan Zhang, Jian-Zhong Wang, Qi Ma et al. · Frontiers in Medicine · 0 citations

Open access Aug 2026

Development of interpretable machine learning models for early diagnosis of sepsis-associated acute kidney injury

Sepsis-associated acute kidney injury (S-AKI) is associated with high mortality in critically ill ICU patients, and early diagnosis enables timely targeted intervention. This retrospective dual-center study included 687 septic ICU patients for model development and 125 independent cases for external validation. Follo...

Xiaoya Zhang, Zhen-Qi Zhang, Ji-Lin Yang et al. · Scientific Reports · 0 citations