Lyfas monitors cardiac risks in the COPD patients using non invasive smartphone application and gives timely alert for hospitalization. A Research publication with title "Statistical Validation of Cardiovascular Digital Biomarkers Towards Monitoring the Cardiac Risk in COPD: A Lyfas Case Study"