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An Interpretable Model Combining Brain Imaging and Clinical Indicators for Predicting Overt Hepatic Encephalopathy
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DOI:10.1016/j.ab.2026.116124.png)
Abstract
En 中文
• QSM-based brain susceptibility markers improve OHE risk stratification. • MBP, LRN, RCA and blood markers show strong predictive value for OHE. • Logistic + SHAP model enhances interpretability and clinical decision support. • Nomogram and SHAP force plots enable individualized OHE risk prediction. • Study highlights QSM’s role in bridging imaging biomarkers and HE pathophysiology.
Keywords:
QSM
OHE risk stratification
SHAP
nomogram
brain susceptibility markers
Journal
IF:
2.5
Papers:
272
Citations:
3.3W
