








Early Risk Identification
Predicts mortality and readmission risks in COPD and asthma patients, enabling timely clinical intervention.
Improved Patient Outcomes
Supports proactive care planning, reducing complications and avoidable hospital readmissions.
Scalable Framework
Can be extended to other chronic conditions like diabetes, aligning with Singapore’s population health initiatives.
Enhanced Decision Support
Empowers doctors and nurses with accessible, real-time risk insights through an interactive dashboard and web application.



Acknowledgements
