Continuous wearable-based vital-sign monitoring platform for clinicians and healthcare systems in inpatient and outpatient settings, passively capturing heart rate, respiration, temperature, and motion. Reduces nursing documentation burden, enables earlier deterioration detection, and extends monitoring through care transitions and post-discharge to improve capacity and patient safety.