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Author

Xu-Hui Liu

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Aug 2026

Development and validation of a comprehensive prognostic model for 28-day ICU mortality in non-traumatic subarachnoid hemorrhage: an analysis based on the MIMIC-IV database.

The authors' ICU 28-day mortality prognosis model demonstrated robust performance in predicting ICU 28-day mortality in non-traumatic subarachnoid hemorrhage, and provides individualized risk assessment, aiding clinical decision-making and patient stratification.

Xi Zhu, Xujie Wang, Rong-Fei Xie et al. · 0 citations
Open access Jul 2026

Explainable XGBoost model and nomogram for risk factor identification and risk prediction in cerebral small vessel disease: a machine learning-based retrospective cohort study

An interpretable XGBoost-based ML model that facilitates early risk stratification and targeted interventions for CSVD is validated, readily transferable to resource-limited settings and on embedding the nomogram into electronic-health-record decision support.

Xi Zhu, Xu-Hui Liu, Xujie Wang et al. · 0 citations

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