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Access to CBT-CP is limited in part because of a dearth of qualified providers. RESOLVE was a multisite comparative effectiveness study that evaluated a CBT-CP\u2013based intervention delivered by Master\u2019s-level behavioral health practitioners (MLPs) via telephone\/video. We interviewed the study\u2019s MLPs to learn about their experiences and summarize here considerations for future implementation.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>We conducted semi-structured interviews with MLPs after the start of the intervention (n\u2009=\u200912) and near the end of the intervention (n\u2009=\u200911). Transcripts were analyzed thematically to capture content related to training, implementation, participant engagement strategies, suggested improvements, and considerations for future implementation.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>MLPs felt well prepared to deliver the intervention and found their work impactful and rewarding. Seven factors were identified: (1) Consider intervention structure and participants\u2019 skill building, (2) enable appropriate flexibility in delivering manualized treatment, (3) make the most of remote delivery, (4) employ MLPs with strong basic counseling skills, (5) provide comprehensive intervention training, (6) invest in ongoing training and supervision, and (7) consider MLP satisfaction and retention.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>Remote delivery of a CBT-CP\u2013based intervention was rewarding for MLPs and addressed many patients\u2019 needs. However, to ensure that MLPs have the confidence and expertise to effectively deliver this intervention, considerable resources must be devoted to training and supervision. We advocate for further exploration of best practices for involving non-psychologists, particularly MLPs, in the delivery of CBT-CP\u2013based protocols within both research and clinical settings.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1093\/pm\/pnag029","type":"journal-article","created":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T12:35:50Z","timestamp":1771677350000},"page":"921-930","source":"Crossref","is-referenced-by-count":0,"title":["Qualitative analysis of lessons learned by Master\u2019s-level behavioral health practitioners for remote delivery of cognitive behavioral therapy\u2013based treatment for chronic pain"],"prefix":"10.1093","volume":"27","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7370-9016","authenticated-orcid":false,"given":"Benjamin H","family":"Balderson","sequence":"first","affiliation":[{"name":"Kaiser \u00a0 , Seattle, WA,","place":["United States"]},{"name":"Permanente Washington Health Research Institute \u00a0 , Seattle, 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