Publications by authors named "Ella Cheng"
BMC Nephrol
December 2023
Article Synopsis
- End-stage kidney disease (ESKD) significantly raises health risks, making it essential to identify patients with stage 4 chronic kidney disease (CKD4) who might quickly progress to ESKD for better care management.
- Researchers analyzed data from over 3,000 CKD4 patients to create and validate four predictive models (including ANN and LASSO regression) aimed at forecasting the onset of ESKD within three years.
- Among the models, ANN and LASSO regression performed best, with AUROC scores of 0.77, indicating effective prediction that could help tailor interventions and optimize healthcare resources.
