Using SHAP-based feature selection from six ML models plus Cox regression on MIMIC-IV, the paper reports modest C-index and Brier score gains over the KFRE-8 baseline for CKD progression, though selection leakage and temporal ambiguity weaken the claim.
Kidney failure and the kidney failure risk equations (kfre): What you need to know
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2024 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Integrated Machine Learning and Survival Analysis Modeling for Enhanced Chronic Kidney Disease Risk Stratification
Using SHAP-based feature selection from six ML models plus Cox regression on MIMIC-IV, the paper reports modest C-index and Brier score gains over the KFRE-8 baseline for CKD progression, though selection leakage and temporal ambiguity weaken the claim.