Bradleyyb37/CKD_Risk_Prediction

CKD Progression Risk Prediction

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).

Space URL: https://huggingface.co/spaces/Bradleyyb37/CKDRiskPrediction

⚠️ 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
• —Uses TensorFlow deep learning models trained on longitudinal EHR data

Model Files

Please upload the following files to the root directory:

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

Citation

If this tool or model is used for academic or scientific purposes, please cite:

Zhao Y, Lu S, Lu J, Yang L, Lo CW, Wong MK, Li T, Ren H, Li X, Xu L, Wang F, Liang J, He D, Shum DHK. Risk Prediction of Chronic Kidney Disease Progression in Type 2 Diabetes Mellitus Across Diverse Populations. npj Digital Medicine. Published online 16 February 2026.

Related Publication

The underlying study has been published in npj Digital Medicine:

Risk Prediction of Chronic Kidney Disease Progression in Type 2 Diabetes Mellitus Across Diverse Populations

Notes

This Hugging Face Space is intended as a lightweight demonstration interface for model testing and research presentation. For system integration or backend deployment, please refer to the separate technical integration documentation.