AI in pain assessment: Balancing innovation with patient safety

AI-powered pain assessment overlay on a patient in a Sacramento pain management clinic — APDSS

Originally published on KevinMD.com | March 5, 2026   In Northern California and beyond, health care systems are rapidly integrating artificial intelligence (AI) and digital tools to transform how pain is recognized, measured, and managed. From algorithm-guided assessments to wearable sensors and predictive analytics, these tools promise to augment clinical decision-making and improve patient outcomes.…

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Why Doctors Struggle with Health Care System Delays

prior authorization pain management delays physician patient

Originally published on KevinMD.com | February 27, 2026   Prior authorization in pain management has long been a barrier — one I’ve fought on behalf of my patients until I became the patient myself. I write often on hurdles like restrictive opioid policy, excessive regulatory scrutiny, prior authorization, and administrative burdens that detract from patient…

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