Clinical decision-support system for healthcare providers using machine learning and advanced signal processing to deliver early, accurate, actionable predictions of patients' risk for chronic post-surgical pain and personalized care recommendations that enable opioid-sparing strategies, reduced chronic pain incidence, and lower healthcare costs.