Bradleyyb37/CKD_Risk_Prediction0213

CKD Progression Risk Prediction Demo

This Space provides an interactive demonstration of the deep learning–based models developed to predict 2-year, 5-year, and 10-year chronic kidney disease (CKD) progression in individuals with type 2 diabetes mellitus (T2DM).

⚠️ Important: This tool is for research demonstration only. It is not intended for clinical diagnosis, treatment, or medical decision-making.

Features

• —Predict 2-, 5-, and 10-year CKD progression risk
• —Model outputs individual risk score and risk group
• —Generates illustrative survival curves (AFT-style)
• —Uses TensorFlow deep learning models trained on longitudinal EHR data

Model Files

Please upload the following to the root directory:

• —Fmodel_2years.h5
• —Fmodel_5years.h5
• —Fmodel_10years.h5

Citation

If this tool is used for academic or scientific purposes, please cite the relevant manuscript.