Open access
Aug 2026
An Interpretable MRI-Based Machine Learning Model for Preoperative Identification of the Vascular Dissemination Phenotype in Hepatocellular Carcinoma: A Dual-Center Study
The interpretable MRI-based XGBoost model showed favorable performance for identifying the vascular dissemination phenotype in HCC, with SHAP-based interpretability and exploratory transcriptomic context.
Junhan Pan, Cong Zhang, Yitian Wu et al.
· Journal of Hepatocellular Ca... · 0 citations