Intelligent Monitoring System for Adaptive Medication Dosage in chronic disease management with the goal of reducing drug resistance and toxicity.

An Intelligent Monitoring System for Adaptive Medication Dosage was developed to improve diabetes care in elderly patients. The system integrates barcode-based drug identification, chemical property analysis, and machine learning to adjust dosages in real time according to current patient health data. By replacing static prescriptions with personalised, data-driven recommendations, the framework addresses challenges such as drug resistance, toxicity, and variable drug metabolism. Clinical testing demonstrated improved blood sugar control, reduced adverse reactions, and potential applications for managing other chronic diseases requiring complex medication regimens.