In a 12-week randomized controlled trial based in a primary care outpatient clinic, the study will recruit 60 patients on moderate to high dose chronic opioid therapy for whom providers recommend opioid tapering and randomize 1:1 to an opioid tapering protocolized intervention (TapPro) or to usual care. Over three months, participants in the TapPro arm will visit with a clinician on the telephone on a biweekly basis in order to facilitate opioid prescribing and tapering and a pain self-care and coping curriculum. In the control arm, participants will see their primary care providers as per usual and decisions on opioid prescribing and tapering will be made by the primary care providers. Participants will be assessed throughout the study with questionnaires, urine drug screens, prescription database review, and medical record review.