Interpretable machine learning for chronic kidney disease prediction: Insights from SHAP and LIME analyses

Fig 8

LIME explanation for UCI Dataset case.

Sample 50 showing CKD prediction driven by low specific gravity and severe anemia, validating SHAP’s hematological marker hierarchy.