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Johnson K, Vermeer W, Hills H, Chin-Purcell L, Barnett JT, Burns T, Dean MJ, Hendricks Brown C. Model-driven decision support: A community-based meta-implementation strategy to predict population impact. Ann Epidemiol 2024; 95:12-18. [PMID: 38754571 PMCID: PMC11197148 DOI: 10.1016/j.annepidem.2024.05.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Revised: 03/11/2024] [Accepted: 05/06/2024] [Indexed: 05/18/2024]
Abstract
PURPOSE Standard tools for public health decision making such as data dashboards, trial repositories, and intervention briefs may be necessary but insufficient for guiding community leaders in optimizing local public health strategy. Predictive modeling decision support tools may be the missing link that allows community level decision makers to confidently direct funding and other resources to interventions and implementation strategies that will improve upon the status quo. METHODS We describe a community-based model-driven decision support (MDDS) approach that requires community engagement, local data, and predictive modeling tools (agent-based modeling in our case studies) to improve decision-making on implementing strategies to address complex public health problems such as overdose deaths. We refer to our approach as a meta-implementation strategy as it provides guidance to a community on what intervention combinations and their required implementation strategies are needed to achieve desired outcomes. We use standard implementation measures including the Stages of Implementation Completion to assess adoption of this meta-implementation approach. RESULTS Using two case studies, we illustrate how MDDS can be used to support decision making related to HIV prevention and reductions in overdose deaths at the city and county level. Even when community acceptance seems high, data acquisition and diffuse responsibility for implementing specific strategies recommended by modeling are barriers to adoption. CONCLUSIONS MDDS has the capacity to improve community decision makers use of scientific knowledge by providing projections of the impact of intervention strategies under various scenarios. Further research is necessary to assess its effectiveness and the best strategies to implement it.
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Affiliation(s)
- Kimberly Johnson
- Department of Mental Health Law and Policy, College of Community and Behavioral Sciences, University of South Florida, 13301 Bruce B Downs Blvd, Tampa, FL 33612, USA.
| | - Wouter Vermeer
- Center for Prevention Implementation Methodology for Drug Abuse and HIV (Ce-PIM), Feinberg School of Medicine, Northwestern University, Chicago, IL, USA; Department of Psychiatry and Behavioral Sciences, Northwestern University, Chicago, IL, USA; Center for Connected Learning and Computer-Based Modeling (CCL), School of Education and Social Policy, Northwestern University, Evanston, IL, USA; Northwestern Institute for Complex Systems (NICO), Northwestern University, Evanston, IL, USA
| | - Holly Hills
- Department of Mental Health Law and Policy, College of Community and Behavioral Sciences, University of South Florida, 13301 Bruce B Downs Blvd, Tampa, FL 33612, USA
| | - Lia Chin-Purcell
- Center for Dissemination and Implementation At Stanford (C-DIAS), Stanford University, 1070 Arastradero Road, Palo Alto, CA 94304, USA
| | - Joshua T Barnett
- Department of Human Services, Pinellas County Government, 440 Court Street, 2nd Floor, Clearwater, FL 33756, USA
| | - Timothy Burns
- Department of Human Services, Pinellas County Government, 440 Court Street, 2nd Floor, Clearwater, FL 33756, USA
| | | | - C Hendricks Brown
- Department of Psychiatry and Behavioral Sciences, Northwestern University, Chicago, IL, USA; Department of Preventive Medicine, Northwestern University, Chicago, IL, USA; Department of Medical Social Sciences, Northwestern University, Chicago, IL, USA
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Gormley MA, Pericot-Valverde I, Diaz L, Coleman A, Lancaster J, Ortiz E, Moschella P, Heo M, Litwin AH. Effectiveness of peer recovery support services on stages of the opioid use disorder treatment cascade: A systematic review. Drug Alcohol Depend 2021; 229:109123. [PMID: 34700201 DOI: 10.1016/j.drugalcdep.2021.109123] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Revised: 09/22/2021] [Accepted: 10/02/2021] [Indexed: 11/30/2022]
Abstract
BACKGROUND Peer recovery support services (PRSS) have been increasingly incorporated during the recovery process for opioid use disorder (OUD), yet little is known about the effects of PRSS on clinical outcomes of individuals who misuse opioids. This study systematically synthesized existing literature reporting the effectiveness of PRSS interventions on stages of the OUD treatment cascade. METHODS A search conducted on five databases identified studies from database inception to January 26th 2021 that evaluated the effects of PRSS on PRSS engagement, medication for OUD (MOUD) initiation, MOUD retention, opioid and non-opioid misuse, and remission. Characteristics of PRSS interventions, study design, and clinical outcomes were extracted. Methodological quality was assessed with the quality assessment tool for quantitative studies by the Effective Public Health Practice Project. RESULTS Of 123 titles, 22 were subjected to full-text review and 12 ultimately met inclusion criteria. Only two studies were randomized control trials, half compared the outcomes of PRSS participants to those of a counterfactual group. Most PRSS were unstandardized and broadly described, involving linkage to treatment (91.7%) or follow-up support (91.7%). MOUD initiation was reported the most often (66.7%), followed by PRSS engagement (33.3%) and opioid use (25.0%). No studies reported findings for MOUD retention or remission. Findings for available outcomes were inconsistent and difficult to compare due to the heterogeneity of PRSS interventions and methodological limitations. CONCLUSION Effectiveness of PRSS interventions on stages of the OUD treatment cascade remain inconclusive. Additional research is necessary before supporting the implementation of PRSS on a broad scale.
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Affiliation(s)
- Mirinda Ann Gormley
- Clemson University College of Behavioral, Social, and Health Science, Department of Public Health Sciences, 503 Edwards Hall, Clemson SC, 29631, USA; Prisma Health Addiction Research Center, 605 Grove Rd. Suite 205, Greenville, SC, 29605, USA.
| | - Irene Pericot-Valverde
- Prisma Health Addiction Research Center, 605 Grove Rd. Suite 205, Greenville, SC, 29605, USA; Clemson University School of Health Research, 605 Grove Road Suite 301, Clemson, SC, 29605, USA
| | - Liam Diaz
- Prisma Health Addiction Research Center, 605 Grove Rd. Suite 205, Greenville, SC, 29605, USA; Greenville County Behavioral Health AmeriCorps VISTA Program, 130 Industrial Dr. Suite B, Greenville, SC, 29607, USA
| | - Ashley Coleman
- Prisma Health Addiction Research Center, 605 Grove Rd. Suite 205, Greenville, SC, 29605, USA
| | - Jonathan Lancaster
- Prisma Health Addiction Research Center, 605 Grove Rd. Suite 205, Greenville, SC, 29605, USA; Clemson University College of Behavioral, Social, and Health Science, Department of Psychology, 418 Brackett Hall, Clemson SC, 29634, USA
| | - Erik Ortiz
- Prisma Health Addiction Research Center, 605 Grove Rd. Suite 205, Greenville, SC, 29605, USA
| | - Phillip Moschella
- Prisma Health Addiction Research Center, 605 Grove Rd. Suite 205, Greenville, SC, 29605, USA; Prisma Health Department of Emergency Medicine, 701 Grove Rd., Greenville, SC, 29605, USA; University of South Carolina School of Medicine Greenville, Department of Medicine, 701 Grove road, Greenville, SC, 29605, USA
| | - Moonseong Heo
- Clemson University College of Behavioral, Social, and Health Science, Department of Public Health Sciences, 503 Edwards Hall, Clemson SC, 29631, USA; Prisma Health Addiction Research Center, 605 Grove Rd. Suite 205, Greenville, SC, 29605, USA
| | - Alain H Litwin
- Prisma Health Addiction Research Center, 605 Grove Rd. Suite 205, Greenville, SC, 29605, USA; University of South Carolina School of Medicine Greenville, Department of Medicine, 701 Grove road, Greenville, SC, 29605, USA; Clemson University School of Health Research, 605 Grove Road Suite 301, Clemson, SC, 29605, USA; Prisma Health Department of Internal Medicine, 876 W Faris Rd., Greenville, SC, 29605, USA
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