Supplementary materials for An Informed Monotone Neural Network for Multi-stage Chronic Kidney Disease Prediction with Integrated GFR Estimation

This repository contains the python implementation of the knowledge-distillation framework for six-stage chronic kidney disease (CKD) classification described in the accompanying paper. As the patient-level data used in this study cannot be made publicly available due to ethical and privacy restrictions; we used a demo dataset to show our implimentation. Installation:pip install numpy pandas scikit-learn scipy torch catboost optuna# Optionalpip install xgboost lightgbm Usage: python main.py