A decentralized, federated, secure approach for AFib screening, using commodity devices (smartphones), leveraging AI in a secure, cost-effective way and empowering patients to self-monitor patients receive alerts and care recommendations, active prevention of disease deterioration, prediction of hospitalization episodes.