Interpretable machine learning for chronic kidney disease prediction: Insights from SHAP and LIME analyses
Fig 5
SHAP feature importance comparison across datasets.
Panel A: Dataset 1 (UAE Tawam Hospital), where cardiovascular–renal markers are predominantly influential. Panel B: Dataset 2 (UCI CKD), emphasizing direct renal function indicators.