Predictive digital health platform using a smartphone camera to monitor physiological indicators and detect risk changes before symptoms arise. Provides a mobile app, population dashboard and API/SDK for public health managers, health insurers and telehealth platforms to stratify risk, target preventive care, reduce avoidable hospitalizations and scale low-cost remote monitoring.