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Hawks LC, Walker RJ, Egede LE. Association Between Recent Criminal Legal Involvement and Functional Status Among US Adults with Diabetes: 2015-2019. J Urban Health 2024:10.1007/s11524-024-00894-4. [PMID: 39467988 DOI: 10.1007/s11524-024-00894-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 06/18/2024] [Indexed: 10/30/2024]
Abstract
Diabetes is a significant public health concern with significant implications for health equity. Functional disability undermines disease control and may be associated with the relationship between criminal legal involvement and poor chronic disease outcomes, but this relationship has not been studied. This study examined the association between recent criminal legal involvement and functional disability among a nationally representative sample of US adults with diabetes. Adult respondents to the National Survey of Drug Use and Health (2015-2019) who reported a diagnosis of diabetes were included in this analysis examining the association between three forms of recent criminal legal involvement (past year arrest, or supervision on probation or parole) and functional disability, as measured by the World Health Organization Disability Assessment Score 2.0. In multivariate linear regression analyses adjusted for relevant socio-demographic and clinical confounders, the functional disability score increased by 2.7 (95% CI, 1.6-3.9) for those with past year arrest compared to no past year arrest; 1.2 (95% CI, -0.1, 2.6) for those with past year probation compared to no past year probation; and 0.4 (95% CI, -1.1, 1.8) for those with past year parole compared to no past year parole. Recent criminal legal involvement, specifically past year arrest, is associated with greater functional disability, which may serve as an important mediator for poor health outcomes in patients with diabetes. Future research should examine this pathway and prioritize interventions to improve both functional disability and glycemic control among individuals with diabetes and recent criminal legal involvement.
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Affiliation(s)
- Laura C Hawks
- Division of General Internal Medicine, Medical College of Wisconsin, Watertown Plank Rd, Milwaukee, WI, 8701, USA.
- Center for Advancing Population Science, Medical College of Wisconsin, Milwaukee, WI, USA.
| | - Rebekah J Walker
- Division of General Internal Medicine, Medical College of Wisconsin, Watertown Plank Rd, Milwaukee, WI, 8701, USA
- Center for Advancing Population Science, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Leonard E Egede
- Division of General Internal Medicine, Medical College of Wisconsin, Watertown Plank Rd, Milwaukee, WI, 8701, USA
- Center for Advancing Population Science, Medical College of Wisconsin, Milwaukee, WI, USA
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Ngassa Y, Finn J, Brinkley Rubinstein L, Wurcel A. Implementation of Rapid COVID-19 Testing in Criminal Justice Residential Reentry Sites. JOURNAL OF CORRECTIONAL HEALTH CARE 2024; 30:347-354. [PMID: 39193627 DOI: 10.1089/jchc.23.09.0077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/29/2024]
Abstract
The goal was to study the implementation of rapid BINAX COVID-19 testing at criminal justice reentry sites, focusing on framework-guided implementation outcomes. We implemented rapid COVID-19 testing at nine reentry sites in four states (Massachusetts, New Hampshire, Rhode Island, and New York) and collected test results to measure the (1) adoptability and (2) implementability of COVID-19 testing at reentry sites. We collected data on the acceptability, appropriateness, and feasibility of the implementation of COVID-19 testing using an anonymous employee Qualtrics survey. Testing was available to symptomatic and exposed residents and employees. COVID-19 testing results were collected from October 2021 to March 2022. Guided by the Expert Recommendations in Implementing Change (ERIC) framework, we chose nine implementation strategies to address barriers during the implementation process. Acceptability, appropriateness, and feasibility outcomes were captured from employees using validated measures. A total of 302 BINAX COVID-19 tests were used and 26 positive cases were identified. Forty-seven percent of employees participated in the survey. More than half of respondents either agreed or completely agreed with statements about the acceptability, appropriateness, or feasibility of COVID-19 testing. Funding and attention toward COVID-19 testing at reentry sites should be provided to help prevent the spread of COVID-19 in these sites.
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Affiliation(s)
- Yvane Ngassa
- Department of Medicine, Division of Geographic Medicine and Infectious Diseases, Tufts Medical Center, Boston, Massachusetts, USA
| | - Julie Finn
- Community Resources for Justice, Boston, Massachusetts, USA
| | - Lauren Brinkley Rubinstein
- Department of Population Health Sciences, Duke University School of Medicine, Durham, North Carolina, USA
| | - Alysse Wurcel
- Department of Medicine, Division of Geographic Medicine and Infectious Diseases, Tufts Medical Center, Boston, Massachusetts, USA
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Satcher MF, Belenko S, Coetzer-Liversage A, Wilson KJ, McCart MR, Drazdowski TK, Fallin-Bennett A, Zaller N, Schultheis AM, Hogue A, Vest N, Sheidow AJ, Del Pozo B, Watson DP, Hibbard PF, Stevens R, Stein LAR. Linkage facilitation for opioid use disorder in criminal legal system contexts: a primer for researchers, clinicians, and legal practitioners. HEALTH & JUSTICE 2024; 12:36. [PMID: 39207608 PMCID: PMC11363440 DOI: 10.1186/s40352-024-00291-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/20/2024] [Accepted: 08/08/2024] [Indexed: 09/04/2024]
Abstract
At the intersection of drug policy, the opioid crisis, and fragmented care systems, persons with opioid use disorder (OUD) in the United States are significantly vulnerable to contact with the criminal legal system (CLS). In CLS settings, provision of evidence-based treatment for OUD is variable and often secondary to punitive approaches. Linkage facilitation at every touch point along the CLS Sequential Intercept Model has potential to redirect persons with OUD into recovery-oriented systems of care, increase evidence-based OUD treatment connections, and therefore reduce CLS re-exposure risk. Research in this area is still nascent. Thus, this narrative review explores the state of the science on linkage facilitation across the varied CLS contexts, including general barriers, facilitators, and opportunities for using linkage facilitation for OUD treatment and related services. Following the CLS Sequential Intercept Model, the specific CLS contexts examined include community services, police encounters, the courts (pre- and post-disposition), incarceration (pre-trial detention, jail, and prison), reentry (from jails, prisons, and unified systems), and community supervision (probation and parole). Examples of innovative linkage facilitation interventions are drawn from the Justice Community Opioid Innovation Network (JCOIN). Areas for future research and policy change are highlighted to advance the science of linkage facilitation for OUD services in the CLS.
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Affiliation(s)
- Milan F Satcher
- Department of Community & Family Medicine, Geisel School of Medicine at Dartmouth, Hanover, NH, USA.
- Department of Community & Family Medicine, Dartmouth Health, Lebanon, NH, USA.
- Dartmouth Institute for Health Policy and Clinical Practice, Geisel School of Medicine at Dartmouth, Lebanon, NH, USA.
| | - Steven Belenko
- Department of Criminal Justice, Temple University, Philadelphia, PA, 19122, USA
| | | | | | | | | | - Amanda Fallin-Bennett
- University of Kentucky College of Nursing, Lexington, KY, USA
- Voices of Hope, Lexington, KY, USA
| | - Nickolas Zaller
- University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Alysse M Schultheis
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, CT, USA
| | - Aaron Hogue
- Partnership to End Addiction, New York, NY, USA
| | - Noel Vest
- Community Health Sciences, Boston University School of Public Health, Boston, MA, USA
| | - Ashli J Sheidow
- Lighthouse Institute, Chestnut Health Systems, Bloomington, IL, USA
| | - Brandon Del Pozo
- Division of General Internal Medicine, The Warren Alpert Medical School of Brown University, Providence, RI, USA
| | - Dennis P Watson
- Lighthouse Institute, Chestnut Health Systems, Bloomington, IL, USA
| | | | - Randy Stevens
- Hope for New Hampshire Recovery, Manchester, NH, USA
| | - L A R Stein
- Department of Psychology, University of Rhode Island, Kingston, RI, USA
- Department of Behavioral & Social Sciences, Brown University, Providence, RI, USA
- Department of Behavioral Healthcare, Developmental Disabilities & Hospitals, Cranston, RI, USA
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Krawczyk N, Lim S, Cherian T, Goldfeld KS, Katyal M, Rivera BD, McDonald R, Khan M, Wiewel E, Braunstein S, Murphy SM, Jalali A, Jeng PJ, Kutscher E, Khatri UG, Rosner Z, Vail WL, MacDonald R, Lee JD. Transitions of care between jail-based medications for opioid use disorder and ongoing treatment in the community: A retrospective cohort study. Drug Alcohol Depend 2024; 261:111377. [PMID: 38924958 PMCID: PMC11249039 DOI: 10.1016/j.drugalcdep.2024.111377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Revised: 05/17/2024] [Accepted: 06/09/2024] [Indexed: 06/28/2024]
Abstract
BACKGROUND Offering medications for opioid use disorder (MOUD) in carceral settings significantly reduces overdose. However, it is unknown to what extent individuals in jails continue MOUD once they leave incarceration. We aimed to assess the relationship between in-jail MOUD and MOUD continuity in the month following release. METHODS We conducted a retrospective cohort study of linked NYC jail-based electronic health records and community Medicaid OUD treatment claims for individuals with OUD discharged from jail between 2011 and 2017. We compared receipt of MOUD within 30 days of release, among those with and without MOUD at release from jail. We tested for effect modification based on MOUD receipt prior to incarceration and assessed factors associated with treatment discontinuation. RESULTS Of 28,298 eligible incarcerations, 52.8 % received MOUD at release. 30 % of incarcerations with MOUD at release received community-based MOUD within 30 days, compared to 7 % of incarcerations without MOUD (Risk Ratio: 2.62 (2.44-2.82)). Most (69 %) with MOUD claims prior to incarceration who received in-jail MOUD continued treatment in the community, compared to 9 % of those without prior MOUD. Those who received methadone (vs. buprenorphine), were younger, Non-Hispanic Black and with no history of MOUD were less likely to continue MOUD following release. CONCLUSIONS MOUD maintenance in jail is strongly associated with MOUD continuity upon release. Still, findings highlight a gap in treatment continuity upon-reentry, especially among those who initiate MOUD in jail. In the wake of worsening overdose deaths and troubling disparities, improving MOUD continuity among this population remains an urgent priority.
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Affiliation(s)
- Noa Krawczyk
- NYU Grossman School of Medicine, Departments of Population Health and Medicine, 180 Madison Ave, New York, NY, United States.
| | - Sungwoo Lim
- New York City Department of Health and Mental Hygiene, 42-09 28th Street, Queens, NY, United States
| | - Teena Cherian
- New York City Department of Health and Mental Hygiene, 42-09 28th Street, Queens, NY, United States
| | - Keith S Goldfeld
- NYU Grossman School of Medicine, Departments of Population Health and Medicine, 180 Madison Ave, New York, NY, United States
| | - Monica Katyal
- NYC Health + Hospitals, Correctional Health Services, 55 Water Street, 18th Floor, New York, NY, United States
| | - Bianca D Rivera
- NYU Grossman School of Medicine, Departments of Population Health and Medicine, 180 Madison Ave, New York, NY, United States
| | - Ryan McDonald
- NYU Grossman School of Medicine, Departments of Population Health and Medicine, 180 Madison Ave, New York, NY, United States
| | - Maria Khan
- NYU Grossman School of Medicine, Departments of Population Health and Medicine, 180 Madison Ave, New York, NY, United States
| | - Ellen Wiewel
- New York City Department of Health and Mental Hygiene, 42-09 28th Street, Queens, NY, United States
| | - Sarah Braunstein
- New York City Department of Health and Mental Hygiene, 42-09 28th Street, Queens, NY, United States
| | - Sean M Murphy
- Weill Cornell Medical College, Department of Population Health Sciences, New York, NY, United States
| | - Ali Jalali
- Weill Cornell Medical College, Department of Population Health Sciences, New York, NY, United States
| | - Philip J Jeng
- Weill Cornell Medical College, Department of Population Health Sciences, New York, NY, United States
| | - Eric Kutscher
- NYU Grossman School of Medicine, Departments of Population Health and Medicine, 180 Madison Ave, New York, NY, United States; Icahn School of Medicine at Mount Sinai, Department of Emergency Medicine, 1 Gustav L. Levy Pl, NY, United States
| | - Utsha G Khatri
- Icahn School of Medicine at Mount Sinai, Department of Emergency Medicine, 1 Gustav L. Levy Pl, NY, United States
| | - Zachary Rosner
- NYC Health + Hospitals, Correctional Health Services, 55 Water Street, 18th Floor, New York, NY, United States
| | - William L Vail
- NYC Health + Hospitals, Correctional Health Services, 55 Water Street, 18th Floor, New York, NY, United States
| | - Ross MacDonald
- NYU Grossman School of Medicine, Departments of Population Health and Medicine, 180 Madison Ave, New York, NY, United States; NYC Health + Hospitals, Correctional Health Services, 55 Water Street, 18th Floor, New York, NY, United States
| | - Joshua D Lee
- NYU Grossman School of Medicine, Departments of Population Health and Medicine, 180 Madison Ave, New York, NY, United States
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Chladek JS, Chui MA. Access to medications for opioid use disorder for formerly incarcerated individuals during community reentry: a mini narrative review. Front Public Health 2024; 12:1377193. [PMID: 38803812 PMCID: PMC11128549 DOI: 10.3389/fpubh.2024.1377193] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Accepted: 04/25/2024] [Indexed: 05/29/2024] Open
Abstract
Medications for opioid use disorder (MOUD) are especially important for formerly incarcerated individuals with opioid use disorder (OUD) and can reduce the risk of re-arrest and overdose during community reentry. Unfortunately, few formerly incarcerated individuals are able to access MOUD within the community, missing a critical tool for rehabilitation. A mini narrative review was conducted to highlight the published work that has been done to improve access to MOUD for formerly incarcerated individuals during reentry. The results yielded 15 records describing intervention evaluations, program descriptions, and research in progress. Most work is ongoing, showing promise that researchers have identified the importance of this problem. However additional research should be done to include other stakeholders and address the limitations of existing interventions and programs. Continued efforts can help ensure that formerly incarcerated individuals can safely and successfully reintegrate into society.
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Affiliation(s)
- Jason S. Chladek
- Social and Administrative Sciences Division, School of Pharmacy, University of Wisconsin-Madison, Madison, WI, United States
| | - Michelle A. Chui
- Social and Administrative Sciences Division, School of Pharmacy, University of Wisconsin-Madison, Madison, WI, United States
- Sonderegger Research Center for Improved Medication Outcomes, University of Wisconsin-Madison, Madison, WI, United States
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Martinez NG, Truong AQ, Nordeck CD, Agus D, Genberg BL, Buresh ME. "I want to stay here": Patient and staff perspectives on transitioning from a low-threshold buprenorphine program to clinic-based care. Drug Alcohol Depend 2024; 257:111130. [PMID: 38452408 DOI: 10.1016/j.drugalcdep.2024.111130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 02/09/2024] [Accepted: 02/11/2024] [Indexed: 03/09/2024]
Abstract
BACKGROUND The Project Connections At Re-Entry (PCARE) Van is a low-threshold buprenorphine program operating outside the Baltimore City Detention Center. Like other low-threshold programs, PCARE seeks to engage a vulnerable population in care, stabilize patients, then transition patients to longer-term care; however, <10% of patients transition to clinic-based buprenorphine treatment. Our goal was to better understand these low transition rates and center patient perspectives in discussion of broader low-threshold program design. METHODS From December 2022 to June 2023, semi-structured interviews were conducted with 20 former and current PCARE patients and 6 staff members. We used deductive and inductive coding followed by thematic content analysis to identify themes around treatment experiences and care preferences. RESULTS There were strong preferences among current and former patients for continuing buprenorphine treatment at the PCARE Van. Several themes emerged from the data that explained patient preferences, including both advantages to continuing care at the van (preference for continuity, feeling respected by the program's structure and philosophy) and disadvantages to transitioning to a clinic (perceived harms associated with rigid or punitive care models). Staff noted limited program capacity, and patients expressed that if needed, they would transition to a clinic for altruistic reasons. Staff expressed varied perspectives on low-threshold care, emphasizing both larger systems factors, as well as beliefs about individual patient responsibility. CONCLUSIONS While many low-threshold care settings are designed as transitional bridge models, this research highlights patient preference for long-term care at low-threshold programs and supports efforts to adapt low-threshold models to be sustainable as longitudinal care.
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Affiliation(s)
- Noelle G Martinez
- Division of Addiction Medicine, Johns Hopkins University School of Medicine, Mason F. Lord Building East Tower 2nd Floor, 5200 Eastern Avenue, Baltimore, MD 21224, USA.
| | - Ashley Q Truong
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, 615 N. Wolfe Street, Baltimore, MD 21205, USA
| | - Courtney D Nordeck
- Friends Research Institute, 1040 Park Avenue, Suite 103, Baltimore, MD 21201, USA
| | - Deborah Agus
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, 615 N. Wolfe Street, Baltimore, MD 21205, USA; Behavioral Health Leadership Institute, 2601N. Howard Street, Baltimore, MD 21218, USA
| | - Becky L Genberg
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, 615 N. Wolfe Street, Baltimore, MD 21205, USA
| | - Megan E Buresh
- Division of Addiction Medicine, Johns Hopkins University School of Medicine, Mason F. Lord Building East Tower 2nd Floor, 5200 Eastern Avenue, Baltimore, MD 21224, USA
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Shah H, Hawks L, Walker RJ, Egede LE. Substance Use Disorders, Mental Illness, and Health Care Utilization Among Adults With Recent Criminal Legal Involvement. Psychiatr Serv 2024; 75:221-227. [PMID: 37674397 PMCID: PMC11451170 DOI: 10.1176/appi.ps.20220491] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/08/2023]
Abstract
OBJECTIVE Individuals involved with the criminal legal system have higher rates of mental illness, addiction, and health care utilization. The authors examined whether substance use disorders and mental illness alone or in combination drive health care utilization among those with recent criminal legal involvement. METHODS This cross-sectional analysis used nationally representative data from U.S. adults with past-year criminal legal involvement (N=9,039) recorded in the National Survey on Drug Use and Health (2015-2019). Using adjusted negative binomial regression models, the authors estimated relative risks for health care utilization. Primary independent variable categories included neither substance use disorder nor mental illness, substance use disorder only, mental illness only, and both conditions. Health care utilization included emergency department (ED) visits and nights spent in inpatient care. RESULTS Relative to neither mental illness nor substance use disorder, mental illness alone was associated with significantly increased acute health care services use: for ED visits, incidence risk ratio (IRR)=1.43 (95% CI=1.18-1.75) and for inpatient stays, IRR=2.14 (95% CI=1.47-3.11). Having both conditions was associated with increased ED visits (IRR=1.62, 95% CI=1.38-1.91) and inpatient stays (IRR=4.16, 95% CI=2.98-5.82). Substance use disorder alone was associated only with higher risk for ED visits compared with neither condition (IRR=1.23, 95% CI=1.01-1.50). CONCLUSIONS Mental illness with or without co-occurring substance use disorder is a strong driver of acute health care utilization after interaction with the criminal legal system. Interventions tailored to the unique needs of individuals with mental illness or substance use disorder are needed for those with recent criminal legal involvement.
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Affiliation(s)
- Harini Shah
- School of Medicine (Shah), Department of Medicine, Division of General Internal Medicine (Hawks, Walker, Egede), and Center for Advancing Population Science (Hawks, Walker, Egede), Medical College of Wisconsin, Milwaukee
| | - Laura Hawks
- School of Medicine (Shah), Department of Medicine, Division of General Internal Medicine (Hawks, Walker, Egede), and Center for Advancing Population Science (Hawks, Walker, Egede), Medical College of Wisconsin, Milwaukee
| | - Rebekah J Walker
- School of Medicine (Shah), Department of Medicine, Division of General Internal Medicine (Hawks, Walker, Egede), and Center for Advancing Population Science (Hawks, Walker, Egede), Medical College of Wisconsin, Milwaukee
| | - Leonard E Egede
- School of Medicine (Shah), Department of Medicine, Division of General Internal Medicine (Hawks, Walker, Egede), and Center for Advancing Population Science (Hawks, Walker, Egede), Medical College of Wisconsin, Milwaukee
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Hogue A, Satcher MF, Drazdowski TK, Hagaman A, Hibbard PF, Sheidow AJ, Coetzer-Liversage A, Mitchell SG, Watson DP, Wilson KJ, Muench F, Fishman M, Wenzel K, de Martell SC, Stein LAR. Linkage facilitation services for opioid use disorder: Taxonomy of facilitation practitioners, goals, and activities. JOURNAL OF SUBSTANCE USE AND ADDICTION TREATMENT 2024; 157:209217. [PMID: 37981242 PMCID: PMC10922806 DOI: 10.1016/j.josat.2023.209217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 07/14/2023] [Accepted: 11/13/2023] [Indexed: 11/21/2023]
Abstract
INTRODUCTION This article proposes a taxonomy of linkage facilitation services used to help persons with opioid use disorder access treatment and recovery resources. Linkage facilitation may be especially valuable for persons receiving medication for opioid use disorder (MOUD) given the considerable barriers to treatment access and initiation that have been identified. The science of linkage facilitation currently lacks both consistent communication about linkage facilitation practices and a conceptual framework for guiding research. METHODS To address this gap, this article presents a taxonomy derived from expert consensus that organizes the array of practitioners, goals, and activities associated with linkage services for OUD and related needs. Expert panelists first independently reviewed research reports and policy guidelines summarizing the science and practice of linkage facilitation for substance use disorders generally and OUD specifically, then met several times to vet the conceptual scheme and content of the taxonomy until they reached a final consensus. RESULTS The derived taxonomy contains eight domains: facilitator identity, facilitator lived experience, linkage client, facilitator-client relationship, linkage activity, linkage method, linkage connectivity, and linkage goal. For each domain, the article defines basic domain categories, highlights research and practice themes in substance use and OUD care, and introduces innovations in linkage facilitation being tested in one of two NIDA-funded research networks: Justice Community Opioid Innovation Network (JCOIN) or Consortium on Addiction Recovery Science (CoARS). CONCLUSIONS To accelerate consistent application of this taxonomy to diverse research and practice settings, the article concludes by naming several considerations for linkage facilitation workforce training and implementation.
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Affiliation(s)
- Aaron Hogue
- Partnership to End Addiction, 711 Third Avenue, 5th floor, New York, NY 10017, United States of America.
| | - Milan F Satcher
- Dartmouth Health and Geisel School of Medicine at Dartmouth College, United States of America
| | | | - Angela Hagaman
- East Tennessee State University, United States of America
| | | | | | | | | | | | | | - Frederick Muench
- Partnership to End Addiction, 711 Third Avenue, 5th floor, New York, NY 10017, United States of America
| | - Marc Fishman
- Maryland Treatment Centers, United States of America
| | - Kevin Wenzel
- Maryland Treatment Centers, United States of America
| | | | - L A R Stein
- Department of Psychology, University of Rhode Island, United States of America; Department of Behavioral & Social Sciences, Brown University, United States of America; Department of Behavioral Healthcare, Developmental Disabilities & Hospitals, RI, United States of America
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Andoh JE, Mir TA, Teng CC, Wang EA, Nwanyanwu K. Factors Associated With Visual Impairment Among Adults With a History of Criminal Justice Involvement. JOURNAL OF CORRECTIONAL HEALTH CARE 2023; 29:329-337. [PMID: 37733299 DOI: 10.1089/jchc.22.07.0056] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/22/2023]
Abstract
The purpose of this study was to investigate the prevalence of and factors associated with visual impairment among adults with a history of criminal justice involvement (CJI). This retrospective, cross-sectional study reviewed adult respondents from the 2015-2018 National Survey on Drug Use and Health. We analyzed sociodemographic and health characteristics to determine factors associated with visual impairment among adults with and without a history of CJI. In this national, population-based study, we found similar rates of visual impairment among adults with and without CJI (5.7% vs. 4.2%, p < .001). However, adults with CJI were more likely to report visual impairment at a younger age. Among adults with CJI, visual impairment was associated with female sex, older age, Black/African American race, less education, lower income, and chronic health conditions (including diabetes, heart disease, respiratory illness, mental health symptoms, and hearing impairment). CJI in the past year (probation [adjusted odds ratio, AOR, 0.70; 95% confidence interval, CI, 0.53-0.93]; one arrest [AOR, 1.47; 95% CI, 1.14-1.89]; two or more arrests [AOR, 1.73; 95% CI, 1.29-2.33]) was uniquely associated with visual impairment among adults with a CJI history (p < .05 for all relationships). Research, screening, and treatment for visual impairment should include those with justice involvement to improve health equity.
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Affiliation(s)
- Joana E Andoh
- Department of Ophthalmology and Visual Science, Yale School of Medicine, New Haven, Connecticut, USA
- Solomon Center for Health Law and Policy, Yale Law School, New Haven, Connecticut, USA
| | - Tahreem A Mir
- Department of Ophthalmology and Visual Science, Yale School of Medicine, New Haven, Connecticut, USA
| | - Christopher C Teng
- Department of Ophthalmology and Visual Science, Yale School of Medicine, New Haven, Connecticut, USA
| | - Emily A Wang
- Section of General Internal Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, USA
- SEICHE Center for Health and Justice, Yale School of Medicine, New Haven, Connecticut, USA
| | - Kristen Nwanyanwu
- Department of Ophthalmology and Visual Science, Yale School of Medicine, New Haven, Connecticut, USA
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Howell BA, Hawks LC, Balasuriya L, Chang VW, Wang EA, Winkelman TNA. Health Insurance and Mental Health Treatment Use Among Adults With Criminal Legal Involvement After Medicaid Expansion. Psychiatr Serv 2023; 74:1019-1026. [PMID: 37016823 PMCID: PMC10939137 DOI: 10.1176/appi.ps.20220171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/06/2023]
Abstract
OBJECTIVE Individuals with criminal legal involvement have high rates of substance use and other mental disorders. Before implementation of the Affordable Care Act's Medicaid expansion, they also had low health insurance coverage. The objective of this study was to assess the impact of Medicaid expansion on health insurance coverage and use of treatment for substance use or other mental disorders in this population. METHODS The authors used restricted data (2010-2017) from the National Survey on Drug Use and Health (NSDUH). Using a difference-in-differences approach, the authors estimated the impact of Medicaid expansion on health insurance coverage and treatment for substance use or other mental disorders among individuals with recent criminal legal involvement. RESULTS The sample consisted of 9,910 NSDUH respondents who were ages 18-64 years, had a household income ≤138% of the federal poverty level, and reported past-year criminal legal involvement. Medicaid expansion was associated with an 18 percentage-point increase in insurance coverage but no change in receipt of substance use treatment among individuals with substance use disorder. Individuals with any other mental illness had a 16 percentage-point increase in insurance coverage but no change in receipt of mental health treatment. CONCLUSIONS Despite a large increase in health insurance coverage among individuals with criminal legal involvement and substance use or other mental disorders, Medicaid expansion was not associated with a significant change in treatment use for these conditions. Insurance access alone appears to be insufficient to increase treatment for substance use or other mental disorders in this population.
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Affiliation(s)
- Benjamin A Howell
- SEICHE Center for Health and Justice and Section of General Internal Medicine (Howell, Wang) and National Clinician Scholars Program (Balasuriya), Yale School of Medicine, New Haven; Division of General Internal Medicine and Center for Advancing Population Science, Medical College of Wisconsin, Milwaukee (Hawks); Department of Social and Behavioral Sciences, School of Global Public Health, and Department of Population Health, Grossman School of Medicine, New York University, New York City (Chang); Health, Homelessness, and Criminal Justice Lab, Hennepin Healthcare Research Institute, and Division of General Internal Medicine, Department of Medicine, Hennepin Healthcare, Minneapolis (Winkelman)
| | - Laura C Hawks
- SEICHE Center for Health and Justice and Section of General Internal Medicine (Howell, Wang) and National Clinician Scholars Program (Balasuriya), Yale School of Medicine, New Haven; Division of General Internal Medicine and Center for Advancing Population Science, Medical College of Wisconsin, Milwaukee (Hawks); Department of Social and Behavioral Sciences, School of Global Public Health, and Department of Population Health, Grossman School of Medicine, New York University, New York City (Chang); Health, Homelessness, and Criminal Justice Lab, Hennepin Healthcare Research Institute, and Division of General Internal Medicine, Department of Medicine, Hennepin Healthcare, Minneapolis (Winkelman)
| | - Lilanthi Balasuriya
- SEICHE Center for Health and Justice and Section of General Internal Medicine (Howell, Wang) and National Clinician Scholars Program (Balasuriya), Yale School of Medicine, New Haven; Division of General Internal Medicine and Center for Advancing Population Science, Medical College of Wisconsin, Milwaukee (Hawks); Department of Social and Behavioral Sciences, School of Global Public Health, and Department of Population Health, Grossman School of Medicine, New York University, New York City (Chang); Health, Homelessness, and Criminal Justice Lab, Hennepin Healthcare Research Institute, and Division of General Internal Medicine, Department of Medicine, Hennepin Healthcare, Minneapolis (Winkelman)
| | - Virginia W Chang
- SEICHE Center for Health and Justice and Section of General Internal Medicine (Howell, Wang) and National Clinician Scholars Program (Balasuriya), Yale School of Medicine, New Haven; Division of General Internal Medicine and Center for Advancing Population Science, Medical College of Wisconsin, Milwaukee (Hawks); Department of Social and Behavioral Sciences, School of Global Public Health, and Department of Population Health, Grossman School of Medicine, New York University, New York City (Chang); Health, Homelessness, and Criminal Justice Lab, Hennepin Healthcare Research Institute, and Division of General Internal Medicine, Department of Medicine, Hennepin Healthcare, Minneapolis (Winkelman)
| | - Emily A Wang
- SEICHE Center for Health and Justice and Section of General Internal Medicine (Howell, Wang) and National Clinician Scholars Program (Balasuriya), Yale School of Medicine, New Haven; Division of General Internal Medicine and Center for Advancing Population Science, Medical College of Wisconsin, Milwaukee (Hawks); Department of Social and Behavioral Sciences, School of Global Public Health, and Department of Population Health, Grossman School of Medicine, New York University, New York City (Chang); Health, Homelessness, and Criminal Justice Lab, Hennepin Healthcare Research Institute, and Division of General Internal Medicine, Department of Medicine, Hennepin Healthcare, Minneapolis (Winkelman)
| | - Tyler N A Winkelman
- SEICHE Center for Health and Justice and Section of General Internal Medicine (Howell, Wang) and National Clinician Scholars Program (Balasuriya), Yale School of Medicine, New Haven; Division of General Internal Medicine and Center for Advancing Population Science, Medical College of Wisconsin, Milwaukee (Hawks); Department of Social and Behavioral Sciences, School of Global Public Health, and Department of Population Health, Grossman School of Medicine, New York University, New York City (Chang); Health, Homelessness, and Criminal Justice Lab, Hennepin Healthcare Research Institute, and Division of General Internal Medicine, Department of Medicine, Hennepin Healthcare, Minneapolis (Winkelman)
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11
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Clark K, Ruth C, Thomas KA, Dunham K, Travis M, Rivera-Santiago K, Brinkely-Rubinstein L, Wang E. Stakeholder-driven development and implementation of CRICIT: an app to support high-quality data capture and protocol monitoring for outpatient clinical trials with vulnerable populations. J Clin Transl Sci 2023; 7:e183. [PMID: 37706003 PMCID: PMC10495824 DOI: 10.1017/cts.2023.609] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 07/27/2023] [Accepted: 08/06/2023] [Indexed: 09/15/2023] Open
Abstract
Introduction Choosing an appropriate electronic data capture system (EDC) is a critical decision for all randomized controlled trials (RCT). In this paper, we document our process for developing and implementing an EDC for a multisite RCT evaluating the efficacy and implementation of an enhanced primary care model for individuals with opioid use disorder who are returning to the community from incarceration. Methods Informed by the Knowledge-to-Action conceptual framework and user-centered design principles, we used Claris Filemaker software to design and implement CRICIT, a novel EDC that could meet the varied needs of the many stakeholders involved in our study. Results CRICIT was deployed in May 2021 and has been continuously iterated and adapted since. CRICIT's features include extensive participant tracking capabilities, site-specific adaptability, integrated randomization protocols, and the ability to generate both site-specific and study-wide summary reports. Conclusions CRICIT is highly customizable, adaptable, and secure. Its implementation has enhanced the quality of the study's data, increased fidelity to a complicated research protocol, and reduced research staff's administrative burden. CRICIT and similar systems have the potential to streamline research activities and contribute to the efficient collection and utilization of clinical research data.
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Affiliation(s)
- Katie Clark
- Department of Internal Medicine, SEICHE Center for Health and Justice, Yale School of Medicine, New Haven, CT, USA
| | | | - Kathryn A. Thomas
- Department of Internal Medicine, SEICHE Center for Health and Justice, Yale School of Medicine, New Haven, CT, USA
- The Justice Collaboratory, Yale Law School, New Haven, CT, USA
| | - Katherine Dunham
- Department of Internal Medicine, SEICHE Center for Health and Justice, Yale School of Medicine, New Haven, CT, USA
| | - Madelene Travis
- Department of Population Health Sciences, Duke University, Durham, NC, USA
| | | | | | - Emily Wang
- Department of Internal Medicine, SEICHE Center for Health and Justice, Yale School of Medicine, New Haven, CT, USA
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12
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Hoffman KA, Thompson E, Gaeta Gazzola M, Oberleitner LMS, Eller A, Madden LM, Marcus R, Oberleitner DE, Beitel M, Barry DT. "Just fighting for my life to stay alive": a qualitative investigation of barriers and facilitators to community re-entry among people with opioid use disorder and incarceration histories. Addict Sci Clin Pract 2023; 18:16. [PMID: 36944998 PMCID: PMC10031976 DOI: 10.1186/s13722-023-00377-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Accepted: 03/15/2023] [Indexed: 03/23/2023] Open
Abstract
BACKGROUND During the period of community re-entry immediately following release from jail or prison, individuals with opioid use disorder (OUD) face structural barriers to successful re-entry and high risk of overdose. Few published studies investigate experiences in the immediate period (i.e., first 24 h) of re-entry among people with OUD. AIM To understand the barriers and facilitators to treatment and reintegration of people with OUD during the initial transition from carceral settings back into the community. METHODS From January-December 2017, we conducted 42 semi-structured qualitative interviews with patients with a history of incarceration who were receiving methadone at a not-for-profit, low-barrier opioid treatment program. Interviews probed participants' community re-entry experiences immediately following incarceration. Interviews were transcribed and analyzed using a Thematic Analysis approach. RESULTS The main themes described the experiences during the 24 h following release, reacclimating and navigating re-entry barriers, and re-entry preparedness and planning. Participants noted the initial 24 h to be a period of risk for returning to substance use or an opportunity to engage with OUD treatment as well as a tenuous period where many lacked basic resources such as shelter or money. When discussing the subsequent re-entry period, participants noted social challenges and persistent barriers to stable housing and employment. Participants overall described feeling unprepared for release and suggested improvements including formal transition programs, improved education, and support to combat the risk of overdose and return to substance use after incarceration. CONCLUSIONS In this study that qualitatively examines the experiences of people with incarceration histories and OUD enrolled in methadone treatment, we found that participants faced many barriers to community re-entry, particularly surrounding basic resources and treatment engagement. Participants reported feeling unprepared for release but made concrete suggestions for interventions that might improve the barriers they encountered. Future work should examine the incorporation of these perspectives of people with lived experience into the development of transition programs or re-entry classes.
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Affiliation(s)
- Kim A Hoffman
- Department of Medicine, Oregon Health and Science University, Portland, OR, USA.
- APT Foundation, New Haven, CT, USA.
| | - Emma Thompson
- APT Foundation, New Haven, CT, USA
- Rutgers New Jersey Medical School, Rutgers, Newark, NJ, USA
| | - Marina Gaeta Gazzola
- APT Foundation, New Haven, CT, USA
- Department of Emergency Medicine, New York University School of Medicine, New York, NY, USA
| | - Lindsay M S Oberleitner
- APT Foundation, New Haven, CT, USA
- Oakland University William Beaumont School of Medicine, Rochester, MI, USA
| | - Anthony Eller
- APT Foundation, New Haven, CT, USA
- Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Lynn M Madden
- APT Foundation, New Haven, CT, USA
- Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Ruthanne Marcus
- APT Foundation, New Haven, CT, USA
- Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA
| | - David E Oberleitner
- APT Foundation, New Haven, CT, USA
- Department of Psychology, University of Bridgeport, Bridgeport, CT, USA
| | - Mark Beitel
- APT Foundation, New Haven, CT, USA
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA
- Child Study Center, Yale School of Medicine, New Haven, CT, USA
| | - Declan T Barry
- APT Foundation, New Haven, CT, USA
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA
- Child Study Center, Yale School of Medicine, New Haven, CT, USA
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13
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Saunders EC, Satcher MF, Monico LB, McDonald RD, Springer SA, Farabee D, Gryczynski J, Nyaku A, Reeves D, Kunkel LE, Schultheis AM, Schwartz RP, Lee JD, Marsch LA, Waddell EN. The impact of COVID-19 on the treatment of opioid use disorder in carceral facilities: a cross-sectional study. HEALTH & JUSTICE 2022; 10:35. [PMID: 36529829 PMCID: PMC9760540 DOI: 10.1186/s40352-022-00199-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Accepted: 12/06/2022] [Indexed: 06/17/2023]
Abstract
While the COVID-19 pandemic disrupted healthcare delivery everywhere, persons with carceral system involvement and opioid use disorder (OUD) were disproportionately impacted and vulnerable to severe COVID-associated illness. Carceral settings and community treatment programs (CTPs) rapidly developed protocols to sustain healthcare delivery while reducing risk of COVID-19 transmission. This survey study assessed changes to OUD treatment, telemedicine use, and re-entry support services among carceral and CTPs participating in the National Institute on Drug Abuse (NIDA)-funded study, Long-Acting Buprenorphine vs. Naltrexone Opioid Treatments in Criminal Justice System-Involved Adults (EXIT-CJS) study. In December 2020, carceral sites (n = 6; median pre-COVID 2020 monthly census = 3468 people) and CTPs (n = 7; median pre-COVID 2020 monthly census = 550 patients) participating in EXIT-CJS completed a cross-sectional web-based survey. The survey assessed changes pre- (January-March 2020) and post- (April-September 2020) COVID-19 in OUD treatment, telemedicine use, re-entry supports and referral practices. Compared to January-March 2020, half of carceral sites (n = 3) increased the total number of persons initiating medication for opioid use disorder (MOUD) from April-September 2020, while a third (n = 2) decreased the number of persons initiated. Most CTPs (n = 4) reported a decrease in the number of new admissions from April-September 2020, with two programs stopping or pausing MOUD programs due to COVID-19. All carceral sites with pre-COVID telemedicine use (n = 5) increased or maintained telemedicine use, and all CTPs providing MOUD (n = 6) increased telemedicine use. While expansion of telemedicine services supported MOUD service delivery, the majority of sites experienced challenges providing community support post-release, including referrals to housing, employment, and transportation services. During the COVID-19 pandemic, this small sample of carceral and CTP sites innovated to continue delivery of treatment for OUD. Expansion of telemedicine services was critical to support MOUD service delivery. Despite these innovations, sites experienced challenges providing reintegration supports for persons in the community. Pre-COVID strategies for identifying and engaging individuals while incarcerated may be less effective since the pandemic. In addition to expanding research on the most effective telemedicine practices for carceral settings, research exploring strategies to expand housing and employment support during reintegration are critical.
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Affiliation(s)
- Elizabeth C Saunders
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Parkway, Suite 315, Lebanon, NH, 03766, USA.
| | - Milan F Satcher
- Department of Community and Family Medicine, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
| | | | - Ryan D McDonald
- New York University Grossman School of Medicine, New York, NY, USA
| | - Sandra A Springer
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, CT, USA
| | - David Farabee
- New York University Grossman School of Medicine, New York, NY, USA
| | | | - Amesika Nyaku
- Division of Infectious Diseases, Rutgers New Jersey Medical School, New Brunswick, NJ, USA
| | - Donald Reeves
- Rutgers University Correctional Health Care, Rutgers-Robert Wood Johnson Medical School, Trenton, NJ, USA
| | - Lynn E Kunkel
- Oregon Health and Science University -Portland State University School of Public Health and Addiction Medicine Section, Division of General Internal Medicine & Geriatrics, Oregon Health and Science University, Portland, OR, USA
| | - Alysse M Schultheis
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, CT, USA
| | | | - Joshua D Lee
- New York University Grossman School of Medicine, New York, NY, USA
| | - Lisa A Marsch
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth College, 46 Centerra Parkway, Suite 315, Lebanon, NH, 03766, USA
| | - Elizabeth Needham Waddell
- Oregon Health and Science University -Portland State University School of Public Health and Addiction Medicine Section, Division of General Internal Medicine & Geriatrics, Oregon Health and Science University, Portland, OR, USA
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14
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Russell C, Pang M, Nafeh F, Farrell Macdonald S, Derkzen D, Rehm J, Fischer B. Barriers and facilitators to opioid agonist treatment (OAT) engagement among individuals released from federal incarceration into the community in Ontario, Canada. Int J Qual Stud Health Well-being 2022; 17:2094111. [PMID: 35787743 PMCID: PMC9258049 DOI: 10.1080/17482631.2022.2094111] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 06/19/2022] [Indexed: 01/29/2023] Open
Abstract
INTRODUCTION Correctional populations with opioid use disorder experience increased health risks during community transition periods. Opioid Agonist Treatment (OAT) can reduce these risks, but retention is a key challenge. This study addresses a knowledge gap by describing facilitators and barriers to OAT engagement among federal correctional populations released into the community in Ontario, Canada. METHODS This article describes results from a longitudinal mixed-methods study examining OAT transition experiences among thirty-five individuals released from federal incarceration in Ontario, Canada. Assessments were completed within one year of participants' release. Data were thematically analyzed. RESULTS The majority (77%) of participants remained engaged in OAT, however, 69% had their release suspended and 49% returned to custody. Key facilitators for OAT engagement included flexibility, positive staff rapport, and structure. Fragmented OAT transitions, financial OAT coverage, balancing reintegration requirements, logistical challenges, and inaccessibility of 'take-home' OAT medications were common barriers. CONCLUSIONS Post-incarceration transition periods are critical for OAT retention, yet individuals in Ontario experience barriers to OAT engagement that contribute to treatment disruptions and related risks such as relapse and/or re-incarceration. Additional measures to support community OAT transitions are required, including improved discharge planning, amendments to OAT and financial coverage policies, and an expansion of OAT options.
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Affiliation(s)
- Cayley Russell
- Institute for Mental Health Policy Research, Centre for Addiction and Mental Health (CAMH), Toronto, Ontario, Canada
| | - Michelle Pang
- Institute for Mental Health Policy Research, Centre for Addiction and Mental Health (CAMH), Toronto, Ontario, Canada
| | - Frishta Nafeh
- Institute for Mental Health Policy Research, Centre for Addiction and Mental Health (CAMH), Toronto, Ontario, Canada
| | | | - Dena Derkzen
- Policy Sector, Research Branch, Correctional Service of Canada, Ottawa, Ontario, Canada
| | - Jürgen Rehm
- Institute for Mental Health Policy Research, Centre for Addiction and Mental Health (CAMH), Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
- Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Institute of Medical Science (IMS), University of Toronto, Toronto, Ontario, Canada
- Institut für Klinische Psychologie und Psychotherapie, Technische Universität Dresden, Dresden, Germany
- Department of International Health Projects, Institute for Leadership and Health Management, I.M. Sechenov First Moscow State Medical University, Moscow, Russia
| | - Benedikt Fischer
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
- Centre for Applied Research in Mental Health and Addiction (CARMHA), Faculty of Health Sciences, Simon Fraser University, Vancouver, British Columbia, Canada
- Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
- Department of Psychiatry, Federal University of São Paulo (UNIFESP), São Paulo, Brazil
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15
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A Novel Multi-Factor Three-Step Feature Selection and Deep Learning Framework for Regional GDP Prediction: Evidence from China. SUSTAINABILITY 2022. [DOI: 10.3390/su14084408] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Gross domestic product (GDP) is an important index reflecting the economic development of a region. Accurate GDP prediction of developing regions can provide technical support for sustainable urban development and economic policy formulation. In this paper, a novel multi-factor three-step feature selection and deep learning framework are proposed for regional GDP prediction. The core modeling process is mainly composed of the following three steps: In Step I, the feature crossing algorithm is used to deeply excavate hidden feature information of original datasets and fully extract key information. In Step II, BorutaRF and Q-learning algorithms analyze the deep correlation between extracted features and targets from two different perspectives and determine the features with the highest quality. In Step III, selected features are used as the input of TCN (Temporal convolutional network) to build a GDP prediction model and obtain final prediction results. Based on the experimental analysis of three datasets, the following conclusions can be drawn: (1) The proposed three-stage feature selection method effectively improves the prediction accuracy of TCN by more than 10%. (2) The proposed GDP prediction framework proposed in the paper has achieved better forecasting performance than 14 benchmark models. In addition, the MAPE values of the models are lower than 5% in all cases.
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16
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Role of the Intersections of Gender, Race and Sexual Orientation in the Association between Substance Use Behaviors and Sexually Transmitted Infections in a National Sample of Adults with Recent Criminal Legal Involvement. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19074100. [PMID: 35409785 PMCID: PMC8998534 DOI: 10.3390/ijerph19074100] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Revised: 03/11/2022] [Accepted: 03/24/2022] [Indexed: 02/04/2023]
Abstract
Limited research has focused on how substance use and sexual risk behaviors differ among individuals impacted by the criminal legal system based on social identities. Using the National Survey on Drug Use and Health, we estimated relative risk for reporting a sexually transmitted infection (STI) among intersectional social groups with criminal legal involvement using a modified Poisson regression. We then utilized multivariate logistic regression and marginal effects to measure associations between substance use behaviors and STIs and to estimate whether these varied among the intersectional social groups with elevated STI rates. Three groups had elevated risk of reporting an STI compared to white, heterosexual men: white, heterosexual women (1.53, 95% CI: 1.05-2.20); Black, heterosexual women (2.03, 95% CI: 1.18-3.49); and white, gay or bisexual men (5.65, 95% CI: 2.61-12.20). Considering the intersections of gender, race, and sexual orientation, elevated risks for STIs among white and Black heterosexual women were mitigated after adjusting for substance use alongside other confounders. Only those who identified as white, gay or bisexual, and male had increased STI risk after controlling for substance use. Interventions targeting Black and white heterosexual women's sexual health following incarceration should focus on substance use and interventions targeting white, gay or bisexual men should focus on healthy sexual behaviors, HIV/STI screening, and care continuum efforts.
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17
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Winkelman TNA, Silva RS. Opioid Use Disorder Treatment for People Involved in the US Criminal Justice System-Promising Advances and Critical Implementation Challenges. JAMA Netw Open 2021; 4:e2125120. [PMID: 34495343 DOI: 10.1001/jamanetworkopen.2021.25120] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Affiliation(s)
- Tyler N A Winkelman
- Health, Homelessness, and Criminal Justice Lab, Hennepin Healthcare Research Institute, Minneapolis, Minnesota
- Division of General Internal Medicine, Department of Medicine, Hennepin Healthcare, Minneapolis, Minnesota
| | - Rachel Sandler Silva
- Health, Homelessness, and Criminal Justice Lab, Hennepin Healthcare Research Institute, Minneapolis, Minnesota
- Division of General Internal Medicine, Department of Medicine, Hennepin Healthcare, Minneapolis, Minnesota
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18
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Murphy SM, Laiteerapong N, Pho MT, Ryan D, Montoya I, Shireman TI, Huang E, McCollister KE. Health economic analyses of the justice community opioid innovation network (JCOIN). J Subst Abuse Treat 2021; 128:108262. [PMID: 33419602 PMCID: PMC8255321 DOI: 10.1016/j.jsat.2020.108262] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2020] [Revised: 12/01/2020] [Accepted: 12/14/2020] [Indexed: 02/04/2023]
Abstract
The Justice Community Opioid Innovation Network (JCOIN) will generate real-world evidence to address the unique needs of people with opioid use disorder (OUD) in justice settings. Evidence regarding the economic value of OUD interventions in justice populations is limited. Moreover, the variation in economic study designs is a barrier to defining specific interventions as broadly cost-effective. The JCOIN Health Economics Analytic Team (HEAT) has worked closely with the Measures Committee to incorporate common economic measures and instruments across JCOIN studies, which will: a) ensure rigorous economic evaluations within each trial; b) enhance comparability of findings across studies; and c) allow for cross-study analyses of trials with similar designs/settings (e.g., pre-reentry MOUD), to assess questions beyond the scope of a single study, while controlling for and evaluating the effect of intervention-, organizational-, and population-level characteristics. We describe shared trial characteristics relevant to the economic evaluations, and discuss potential cross-study economic analyses.
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Affiliation(s)
- Sean M Murphy
- Department of Population Health Sciences, Weill Cornell Medical College, New York, NY, USA.
| | | | - Mai T Pho
- University of Chicago, Chicago, IL, USA
| | - Danielle Ryan
- Department of Population Health Sciences, Weill Cornell Medical College, New York, NY, USA
| | - Iván Montoya
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Theresa I Shireman
- Health Services, Policy & Practice, Brown University School of Public Health, Providence, RI, USA
| | | | - Kathryn E McCollister
- Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, USA
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Hoadley A, Bass SB, Brujaha J, D'Avanzo PA, Kelly PJ. Healthcare beliefs, health information seeking, and healthcare setting preferences among women who inject drugs by community supervision status. HEALTH & JUSTICE 2021; 9:10. [PMID: 33864163 PMCID: PMC8052650 DOI: 10.1186/s40352-021-00135-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Accepted: 04/05/2021] [Indexed: 06/10/2023]
Abstract
OBJECTIVE Women on community supervision who inject drugs have significant unmet healthcare needs. However, it remains unclear how the intersection of community supervision and injection drug use influences healthcare experiences and service setting preferences. The present study examines whether the intersection of community supervision and injection drug use is associated with differences in women's healthcare beliefs, healthcare experiences, and service setting preferences. METHODS A secondary analysis was conducted on a previously collected sample of women who inject drugs recruited from a syringe exchange and social service organization for a cross-sectional survey. Participants (N = 64) were mostly White (75%), and more than a quarter were currently on probation or parole (26%). RESULTS Independent samples t-tests and chi-square tests revealed no significant differences on sociodemographic variables by community supervision status. There were no significant differences by community supervision status across seven indicators of healthcare confidence (ps > .05). However, results revealed significant differences in past experiences and beliefs about healthcare, health information seeking, and healthcare setting preferences by community supervision status (ps < .05), where women on community supervision less frequently sought health information and medical care outside of emergency departments. CONCLUSIONS Findings provide preliminary evidence about differences in the healthcare experiences and setting preferences of women who inject drugs on community supervision.
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Affiliation(s)
- Ariel Hoadley
- Department of Social and Behavioral Sciences, Temple University College of Public Health, 1301 Cecil B. Moore Ave., Ninth Floor, Philadelphia, PA, 19122, USA.
- Risk Communication Laboratory, Temple University College of Public Health, 1301 Cecil B. Moore Ave., Ninth Floor, Philadelphia, PA, 19122, USA.
| | - Sarah Bauerle Bass
- Department of Social and Behavioral Sciences, Temple University College of Public Health, 1301 Cecil B. Moore Ave., Ninth Floor, Philadelphia, PA, 19122, USA
- Risk Communication Laboratory, Temple University College of Public Health, 1301 Cecil B. Moore Ave., Ninth Floor, Philadelphia, PA, 19122, USA
| | - Jesse Brujaha
- Risk Communication Laboratory, Temple University College of Public Health, 1301 Cecil B. Moore Ave., Ninth Floor, Philadelphia, PA, 19122, USA
| | - Paul A D'Avanzo
- Department of Social and Behavioral Sciences, Temple University College of Public Health, 1301 Cecil B. Moore Ave., Ninth Floor, Philadelphia, PA, 19122, USA
- Risk Communication Laboratory, Temple University College of Public Health, 1301 Cecil B. Moore Ave., Ninth Floor, Philadelphia, PA, 19122, USA
| | - Patrick J Kelly
- Risk Communication Laboratory, Temple University College of Public Health, 1301 Cecil B. Moore Ave., Ninth Floor, Philadelphia, PA, 19122, USA
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20
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Ducharme LJ, Wiley TRA, Mulford CF, Su ZI, Zur JB. Engaging the justice system to address the opioid crisis: The Justice Community Opioid Innovation Network (JCOIN). J Subst Abuse Treat 2021; 128:108307. [PMID: 33531212 DOI: 10.1016/j.jsat.2021.108307] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Revised: 12/15/2020] [Accepted: 01/14/2021] [Indexed: 12/26/2022]
Abstract
Many individuals with opioid use disorder come into contact with the justice system each year, making the nexus between the criminal justice system and the health care system a critical juncture for responding to the opioid crisis and simultaneously promoting public health and public safety. Collaborations across these sectors are essential to providing effective screening, treatment, and discharge planning; connecting individuals to services following release; promoting long-term recovery while reducing recidivism; and ultimately bringing the opioid crisis under control. In 2019, with the support of the NIH Helping to End Addiction Long-term (HEAL) Initiative, the National Institute on Drug Abuse launched the Justice Community Opioid Innovation Network (JCOIN). JCOIN is a >$150M multisite cooperative designed to facilitate transdisciplinary collaborations that can create actionable, translatable insights for the justice system and community-based organizations to address the opioid epidemic in justice-involved populations. JCOIN brings together 11 Research Hubs, a coordination and translation center (CTC), and a methodology and advanced analytics resource center (MAARC), with the goal of generating evidence that is greater than the sum of the parts. Collectively, the network will field at least 12 large-scale multisite clinical trials, which are described in this special issue. This article provides a brief overview of the scientific underpinnings for these trials; describes the broad themes connecting them; and discusses the intersections of the JCOIN initiative with the COVID-19 pandemic.
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Affiliation(s)
- Lori J Ducharme
- National Institute on Drug Abuse, 301 North Stonestreet Ave., Rockville, MD 20850, USA.
| | - Tisha R A Wiley
- National Institute on Drug Abuse, 301 North Stonestreet Ave., Rockville, MD 20850, USA
| | - Carrie F Mulford
- National Institute on Drug Abuse, 301 North Stonestreet Ave., Rockville, MD 20850, USA
| | - Zu-In Su
- National Institute on Drug Abuse, 301 North Stonestreet Ave., Rockville, MD 20850, USA
| | - Julia B Zur
- National Institute on Drug Abuse, 301 North Stonestreet Ave., Rockville, MD 20850, USA
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