Online machine learning model for predicting delirium risk in elderly patients with chronic kidney disease: development and preliminary validation

This study's prediction model accurately assesses delirium risk in elderly CKD patients, showing robust performance and clinical utility. Its web-based dynamic calculator supplies personalized risk evaluation in ICU settings, supporting early identification and proactive interventions to enhance clinical management.