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. 2025 Jul 7;29(3):269–278. doi: 10.14701/ahbps.25-046

Fig. 2.

Fig. 2

Top 20 most relevant features and their respective impact on LightGBM prediction of PHLF. (A) SHAP bar plot detailing the top features and their mean SHAP value/impact on the model’s prediction of PHLF. (B) SHAP Beeswarm plot showing how the value of the most impactful features positively or negatively affects the model likelihood of predicting a PHLF event. PHLF, post-hepatectomy liver failure; SHAP, Shapley Additive exPlanations.