Interpretable machine learning for chronic kidney disease prediction: Insights from SHAP and LIME analyses
Fig 6
SHAP summary plot comparison across datasets.
Panel A: Dataset 1 (UAE Tawam Hospital). Panel B: Dataset 2 (UCI CKD). Feature value distributions highlight clinically coherent patterns and consistent model behavior across both cohorts.