Predictors of substance use disorder treatment and mutual support group participation among Black women across the criminal legal spectrum: A latent class approach.

BACKGROUND: The purpose of this study includes: 1) identifying classes of substance-related needs among Black women, and 2) examining the effect of substance-related need classes and culturally-relevant factors on Black women's use of substance use disorder (SUD) treatment and mutual support groups. METHODS: As part of a longitudinal cohort study, Black women were recruited in prison nearing release, on probation, and in the community without involvement in the criminal legal system (CLS, n=565) and followed-up at 18-months. We conducted a baseline latent class analysis of substance-related needs among Black women. Logistic regression models adjusted for culturally-relevant factors to predict the use of treatment and frequency of mutual support group participation over 18-months among Black women who use drugs. RESULTS: Four classes by level of needs were found: low, daily marijuana use, high mental health, and high comorbidity. During the 18-month follow-up, women characterized by the high comorbidity need class and with higher scores of religious well-being were more likely to frequently participate in mutual support groups. Non-CLS-involved women were less likely to engage with both treatment and mutual support groups than women from the prison sample at 18-months. CONCLUSIONS: This study highlights four distinct classes of substance-related needs among Black women, highlighting the complex patterns of behavior and within-racial group differences among Black women. Black women with high comorbidity needs were more likely to participate in mutual support groups, but the latent classes did not predict SUD treatment indicating other non-medical and social contextual need factors may be at play.

A scoping review: Forced/coerced sterilization as a socio-cultural risk factor for sexually transmitted HIV for older Black women.

Understanding socio-cultural factors that influence older (age 50 and up) Black women's risk for sexually transmitted HIV has often been absent from policies and programs. This scoping review asked: What does academic literature reveal about forced/coerced sterilization as a risk factor for older Black women who are disproportionately affected by sexually transmitted HIV? Using the Arksey and O'Malley scoping review methodology, the authors identified academic and gray literature published between 2000 and 2023. Of the 407 sources identified and screened, three articles met the criteria for inclusion. One study focused on birth control conspiracy beliefs, another focused on racial differences in Norplant use, and the third focused on the intergenerational transmission of mistrust of medical care that influences HIV prevention among Black Americans. The study findings suggest that because the link has not been made between socio-cultural factors that impact older Black women's reproductive health practices, further investigation is warranted.

Effects of the Communities that Heal (CTH) intervention on perceived opioid-related community stigma in the HEALing Communities Study: results of a multi-site, community-level, cluster-randomized trial.

Background: Community stigma against people with opioid use disorder (OUD) and intervention stigma (e.g., toward naloxone) exacerbate the opioid overdose crisis. We examined the effects of the Communities that HEAL (CTH) intervention on perceived opioid-related community stigma by stakeholders in the HEALing Communities Study (HCS). Methods: We collected three surveys from community coalition members in 66 communities across four states participating in HCS. Communities were randomized into Intervention (Wave 1) or Wait-list Control (Wave 2) arms. We conducted multilevel linear mixed models to compare changes in primary outcomes of community stigma toward people treated for OUD, naloxone, and medication for opioid use disorder (MOUD) by arm from time 1 (before the start of the intervention) to time 3 (end of the intervention period in the Intervention arm). Findings: Intervention stakeholders reported a larger decrease in perceived community stigma toward people treated for OUD (adjusted mean change (AMC) -3.20 [95% C.I. -4.43, -1.98]) and toward MOUD (AMC -0.33 [95% C.I. -0.56, -0.09]) than stakeholders in Wait-list Control communities (AMC -0.18 [95% C.I. -1.38, 1.02], p = 0.0007 and AMC 0.11 [95% C.I. -0.09, 0.31], p = 0.0066). The relationship between intervention status and change in stigma toward MOUD was moderated by rural-urban status (urban AMC -0.59 [95% CI, -0.87, -0.32], rural AMC not sig.) and state. The difference in stigma toward naloxone between Intervention and Wait-list Control stakeholders was not statistically significant (p = 0.18). Interpretation: The CTH intervention decreased stakeholder perceptions of community stigma toward people treated for OUD and stigma toward MOUD. Implementing the CTH intervention in other communities could decrease OUD stigma across diverse settings nationally. Funding: US National Institute on Drug Abuse.

The influence of familial networks and stigma on prison-based medication initiation for individuals with opioid use disorder: Clinicians' perceptions.

INTRODUCTION: Individuals with criminal legal system (CLS) involvement experience opioid use disorder (OUD) at elevated rates when compared to their non-justice involved counterparts. Medications for opioid use disorder (MOUD) are efficacious but underutilized within this population. Interpersonal relationships and stigma play salient roles in the outcomes of OUD treatment. This study examines prison-based treatment staff perspectives on how familial networks and stigma interact to impact one's decision of whether to initiate MOUD while in prison in Kentucky. METHODS: A coding team analyzed qualitative interviews with prison-based clinicians (n = 23) and administrators (n = 9) collected from the Geographic variation in Addiction Treatment Experiences (GATE) study using NVivo software. The study analyzed excerpts associated with the primary codes of "stigma" and "social networks" and the secondary code of "family" in order to assess the relationship between familial stigma and MOUD initiation from treatment staff viewpoints. RESULTS: Arising themes suggest that clients' families' lack of MOUD knowledge plays a crucial role in perpetuating related stigma, that this stigma often materializes as a belief that MOUD is a continuation of illicit substance use and that stigma levels vary across MOUD forms (e.g., more stigma towards agonists than antagonists). CONCLUSIONS: These findings carry implications for better understanding how intervention stigma within one's familial network impacts prison-based medication initiation decisions. Resulting themes suggest support for continued expansion of efforts by Kentucky Department of Corrections to involve participant families in education and treatment initiatives to reduce intervention stigma and increase treatment utilization.

Rural and urban clinician views on COVID-19's impact on substance use treatment for individuals on community supervision in Kentucky.

BACKGROUND: The COVID-19 pandemic produced system-level changes within the criminal legal system and community-based substance use disorder (SUD) treatment system with impacts on recovery efforts. This study examines rural and urban clinicians' perspectives of COVID-19 on SUD treatment delivery for people on community supervision. METHODS: Virtual qualitative interviews were conducted between April and October 2020 with 25 community supervision clinicians employed by Kentucky's Department of Corrections (DOC), who conduct assessments and facilitate community-based treatment linkages for individuals on probation or parole. Transcripts were analyzed in NVivo using directed content analysis methods. RESULTS: Clinicians were predominantly white (92%) and female (88%) with an average of over 9 years working in the SUD treatment field and 4.6 years in their current job. Four COVID-19 themes were identified by both rural and urban clinicians including: (1) telehealth increases the modes of communication, but (2) also creates paperwork and technological challenges, (3) telehealth requires more effort for inter/intra-agency collaboration, and (4) it limits client information (e.g., no urine drug screens). Two additional rural-specific themes emerged related to COVID-19: (5) increasing telehealth options removes SUD treatment transportation barriers and (6) requires flexibility with programmatic requirements for rural clients. CONCLUSIONS: Findings indicate the need for community-based SUD treatment providers approved or contracted by DOC to support and train clients to access technology and improve information-sharing with community supervision officers. A positive lesson learned from COVID-19 transitions was a reduction in costly travel for rural clients, allowing for greater engagement and treatment adherence. Telehealth should continue to be included within the SUD continuum of care, especially to promote equitable services for individuals from rural areas.

Scales for participant Alliance with Recovery Coach (SPARC): initial development and pilot test.

Recovery coaches are individuals with lived experience with recovery from substance use disorder who typically engender a greater sense of trust than found with other types of healthcare providers. However, there currently are no validated tools that measure the connection between recovery coaches and their participants. The purpose of this study was to describe the initial development of the Scales for Participant Alliance with Recovery Coach (SPARC) to measure recovery coach connection or alliance, including initial psychometric analyses. Measurement development began with five scales of the Client Evaluation of Self Treatment (treatment participation, treatment satisfaction, rapport, peer support, and social support). Adapted items were pre-tested with focus groups (n = 8) to ensure they were meaningful and accurately reflected the domains (Study 1). After modifications, the SPARC has six scales (engagement, satisfaction, rapport, motivation and encouragement, role model and community linkage). The survey was piloted with 100 individuals (Study 2) age 18 or over who had met with a recovery coach within the last six months. Most study participants were male (60%) and white (87%) with less than two years in recovery. After removing two low performing items, the items for five of the domains had acceptable internal consistency. The items for the engagement domain had a slightly lower reliability. Findings suggest that items cover relevant recovery coach roles, are internally consistent within domains, and can be easily administered to individuals engaging in recovery coaching services. Additional research is needed with a larger, more heterogenous sample to further refine items.

Equity of overdose education and naloxone distribution provided in the Kentucky HEALing Communities Study.

Background: Opioid overdoses differentially affect demographic groups. Strategies to reduce overdose deaths, specifically overdose education and naloxone distribution (OEND), are not consistently delivered equitably. Methods: The HEALing Communities StudySM (HCS) is a cluster-randomized trial designed to implement evidence-based practices, including OEND, to reduce overdose deaths across communities. Individuals receiving OEND in eight Kentucky counties between January 2020 and June 2022 provided demographics and overdose history. Recipient characteristics were compared to opioid overdose decedent characteristics to evaluate whether OEND was equitably delivered to the target population. Recipient characteristics were also analyzed based on whether OEND was delivered in criminal justice, behavioral health, or health care facilities. Results: A total of 26,273 demographic records were analyzed from 137 partner agencies. Most agencies were in behavioral health (85.6 %) or criminal justice sectors (10.4 %). About half of OEND recipients were male (50.6 %), which was significantly lower than the 70.3 % of overdose decedents who were male, (p<0.001). OEND recipients tended to be younger than overdose decedents, but there were not significant differences in race/ethnicity between OEND recipients and overdose decedents. Over 40 % of OEND recipients had overdosed, and 68.9 % had witnessed a prior overdose. There were notable differences across facility types, as males and Black individuals accounted for fewer OEND recipients in addiction treatment facilities compared to jails. Conclusion: Although OEND recipients' demographics resembled those of decedents, specific attention should be paid to ensuring equitable OEND access. Variation in OEND uptake by facility type may reflect biases and barriers to care.

Differences in perceptions of community stigma towards opioid use disorder between community substance use coalition members and the general public.

INTRODUCTION: To examine differences in perceptions about community stigma towards individuals with opioid use disorder (OUD) between community members involved in the opioid response (i.e., coalition members) and the general public, and how community geography may moderate this relationship. METHODS: This study administered identical cross-sectional surveys about perceived community opioid-related stigma to two distinct populations in 66 communities participating in the HEALing Communities Study prior to the intervention period (i.e., coalition members, November 2019-January 2020; residents, March-April 2020). Linear-mixed models compared survey responses of populations, including the moderating effect of community rural/urban location. RESULTS: A total of 826 coalition members and 1131 residents completed the surveys. The study found no differences between the coalition members and residents for general perceived community opioid-related stigma. In both urban and rural communities, coalition members reported greater perceived community stigma than residents reported towards medication for opioid use disorder (MOUD), naloxone, and drug treatment as an alternative to incarceration. CONCLUSION: Our findings suggest similar perceived community opioid-related stigma between coalition members and residents, yet differences emerge related to evidence-based practices (i.e., MOUD, naloxone, and drug treatment as an alternative to incarceration) to reduce opioid overdose deaths. TRIAL REGISTRATION: ClinicalTrials.gov Identifier: NCT04111939.

Willingness to utilize a mobile treatment unit in five counties at the epicenter of the US rural opioid epidemic.

INTRODUCTION: US federal policies are evolving to expand the provision of mobile treatment units (MTUs) offering medications for opioid use disorder (MOUD). Mobile MOUD services are critical for rural areas with poor geographic access to fixed-site treatment providers. This study explored willingness to utilize an MTU among a sample of people who use opioids in rural Eastern Kentucky counties at the epicenter of the US opioid epidemic. METHODS: The study analyzed Cross-sectional survey data from the Kentucky Communities and Researchers Engaging to Halt the Opioid Epidemic (CARE2HOPE) study covering five rural counties in the state. Logistic regression models investigated the association between willingness to utilize an MTU providing buprenorphine and naltrexone and potential correlates of willingness, identified using the Behavioral Model for Vulnerable Populations. RESULTS: The analytic sample comprised 174 people who used opioids within the past six months. Willingness to utilize an MTU was high; 76.5 % of participants endorsed being willing. Those who had recently received MOUD treatment, compared to those who had not received any form of treatment or recovery support services, had six-fold higher odds of willingness to use an MTU. However, odds of being willing to utilize an MTU were 73 % lower among those who were under community supervision (e.g., parole, probation) and 81 % lower among participants who experienced an overdose within the past six months. CONCLUSIONS: There was high acceptability of MTUs offering buprenorphine and naltrexone within this sample, highlighting the potential for MTUs to alleviate opioid-related harms in underserved rural areas. However, the finding that people who were recently under community supervision or had overdosed were significantly less willing to seek mobile MOUD treatment suggest barriers (e.g., stigma) to mobile MOUD at individual and systemic levels, which may prevent improving opioid-related outcomes in these rural communities given their high rates of criminal-legal involvement and overdose.

Get It in Writing: How to Make Medications for Opioid Use Disorder Available During Incarceration.

In a case example from the Kentucky HEALing Communities Study, extensive resources were deployed to address structural barriers and facilitate the provision of medication for opioid use disorder (OUD) in an urban county jail. However, implementation was unsuccessful, and this case example emphasizes the importance of including evidence-based medication for OUD (MOUD) treatment in the scope of work of jails' contracted medical providers. The privatization of correctional health care services allows local governments with opioid abatement funds to incorporate requirements into medical provider contracts to screen all people entering jails for OUD and to offer MOUD at intake, throughout incarceration, and upon release to everyone for whom it is clinically indicated. We provide sample contractual language that can be added to requests for medical provider proposals to help drive the private correctional health care market toward integrating MOUD treatment into their standard of care. This approach also could expedite efforts to scale up broad MOUD access across U.S. jails through sharing of workflows and best practices among the small group of national correctional health care companies contracted with jails in states with broad mandates, such as Massachusetts. Clinical Trial Registration: NCT04111939.

Scaling up overdose education and naloxone distribution in Kentucky: adoption and reach achieved through a "hub with many spokes" model.

BACKGROUND: Scaling up overdose education and naloxone distribution (OEND), an evidence-based practice for reducing opioid overdose mortality, in communities remains a challenge. Novel models and intentional implementation strategies are needed. Drawing upon the EPIS model's phases of Exploration, Preparation, Implementation, and Sustainment (Aarons et al. in Adm Policy Ment Health 38:4-23, 2011), this paper describes the development of the University of Kentucky's unique centralized "Naloxone Hub with Many Spokes" approach to implementing OEND as part of the HEALing Communities Study (HCS-KY). METHODS: To scale up OEND in eight Kentucky counties, implementation strategies were utilized at two levels: a centralized university-based naloxone dispensing unit ("Naloxone Hub") and adopting organizations ("Many Spokes"). Implementation strategies varied across the EPIS phases, but heavily emphasized implementation facilitation. The Naloxone Hub provided technical assistance, overdose education resources, and no-cost naloxone to partner organizations. Implementation outcomes across the EPIS phases were measured using data from internal study management trackers and naloxone distribution data submitted by partner organizations. RESULTS: Of 209 organizations identified as potential partners, 84.7% (n = 177) engaged in the Exploration/Preparation phase by participating in an initial meeting with an Implementation Facilitator about the HCS-KY OEND program. Adoption of the HCS-KY OEND program, defined as receipt of at least one shipment of naloxone, was achieved with 69.4% (n = 145) of all organizations contacted. During the Implementation phase, partner organizations distributed 40,822 units of naloxone, with partner organizations distributing a mean of 281.5 units of naloxone (SD = 806.2). The mean number of units distributed per county was 5102.8 (SD = 3653.3; range = 1057 - 11,053) and the mean county level distribution rate was 8396.5 units per 100,000 residents (SD = 8103.1; range = 1709.5-25,296.3). Of the partner organizations that adopted the HCS-KY OEND program, 87.6% (n = 127) attended a sustainability meeting with an Implementation Facilitator and agreed to transition to the state-funded naloxone program. CONCLUSIONS: These data demonstrate the feasibility of this "Hub with Many Spokes" model for scaling up OEND in communities highly affected by the opioid epidemic. Trial registration ClinicalTrials.gov, NCT04111939. Registered 30 September 2019, https://clinicaltrials.gov/ct2/show/NCT04111939 .

Community-level determinants of stakeholder perceptions of community stigma toward people with opioid use disorders, harm reduction services and treatment in the HEALing Communities Study.

BACKGROUND: Community stigma toward people with opioid use disorder (OUD) can impede access to harm reduction services and treatment with medications for opioid use disorder (MOUD). Such community OUD stigma is partially rooted in community-level social and economic conditions, yet there remains a paucity of large-scale quantitative data examining community-level factors associated with OUD stigma. We examined whether rurality, social inequity, and racialized segregation across communities from four states in the HEALing Communities Study (HCS) were associated with 1) greater perceived community stigma toward people treated for OUD, 2) greater perceived intervention stigma toward MOUD, and 3) greater perceived intervention stigma toward naloxone by community stakeholders in the HCS. METHODS: From November 2019-January 2020, a cross-sectional survey about community OUD stigma was administered to 801 members of opioid overdose prevention coalitions across 66 communities in four states prior to the start of HCS intervention activities. Bivariate analyses assessed pairwise associations between community rural/urban status and each of the three stigma variables, using linear mixed effect modeling to account for response clustering within communities, state, and respondent sociodemographic characteristics. We conducted similar bivariate analyses to assess pairwise associations between racialized segregation and social inequity. RESULTS: On average, the perceived community OUD stigma scale score of stakeholders from rural communities was 4% higher (ß=1.57, SE=0.7, p≤0.05), stigma toward MOUD was 6% higher (ß=0.28, SE=0.1, p≤0.05), and stigma toward naloxone was 10% higher (ß=0.46, SE=0.1, p≤0.01) than among stakeholders from urban communities. No significant differences in the three stigma variables were found among communities based on racialized segregation or social inequity. CONCLUSION: Perceived community stigma toward people treated for OUD, MOUD, and naloxone was higher among stakeholders in rural communities than in urban communities. Findings suggest that interventions and policies to reduce community-level stigma, particularly in rural areas, are warranted.

Impacts of intergenerational substance use and trauma among black women involved in the criminal justice system: A longitudinal analysis.

INTRODUCTION: Intergenerational substance use and trauma disproportionately impact racialized women. Yet, how these factors impact outcomes in women involved in the criminal justice system is understudied. METHODS: Using data from 443 participants in the Black Women in a Study of Epidemics, we assessed the impact of intergenerational substance use and trauma on participant drug use and open Child Protective Services (CPS) cases over 18 months. In repeated-measures logistic regression, intergenerational substance and trauma were independent variables, while participants' drug use at each follow-up and any open CPS case (s) served as separate dependent variables. Models were adjusted for criminal justice involvement, age, marital status, education, childhood guardian, number of children, and prior year homelessness. RESULTS: On average, participants were aged 35 years, 64 % had never married, and 44 % were raised by both parents. Two-thirds of women (67 %) reported intergenerational substance use (≥1 parent and/or grandparent with alcohol/drug problems), while only 13 % reported intergenerational trauma. Each increase in the number of parents/grandparents with drug/alcohol problems was associated with 30 % increased odds of participants' drug use (aOR 1.30, 95 % CI: 1.07,1.57) and 40 % increased odds of having an open CPS case (aOR 1.40, 95 % CI: 1.11, 1.78). The association of intergenerational trauma and CPS cases was attenuated with sociodemographic/contextualizing factors. CONCLUSIONS: Intergenerational substance use and trauma are associated with negative outcomes. Our findings highlight the need for substance use treatment to address the pervasive generational effects of substance use and trauma faced by racialized women in the criminal justice system.

Organizational access points and substance use disorder treatment utilization among Black women: a longitudinal cohort study.

INTRODUCTION: Health and social service organizations, including the emergency department (ED) and public assistance programs, constitute a social safety net that may serve as an "access point" for substance use treatment utilization. Racialization of substance use disorder (SUD) and gender disparities in access to treatment contribute to differences in health and social service utilization, including substance use treatment for Black women. We therefore explored the role of various access points in facilitating the use of substance use treatment among Black women with substance use and involvement in the criminal justice system. METHODS: We used data from the Black Women in the Study of Epidemics (B-WISE) project (2008-2011), which recruited Black women who use drugs from community, probation, and prison recruitment settings in Kentucky. B-WISE is a three-wave panel survey collected on a six-month interval. We estimated dynamic panel models to understand whether time-varying use of services influenced women's substance use treatment utilization over 18-months, adjusting for time-invariant characteristics. We stratified the analysis based on where women were recruited (i.e., community, prison, and probation). RESULTS: The sample included 310 persons and 930 person-waves. For the community and prison samples, the use of an ED in the 6 months prior decreased women's likelihood of subsequent substance use treatment use (Coef: -0.21 (95% CI: -0.40, -0.01); -0.33 (95% CI: -0.60, -0.06), respectively). For the probation sample, receiving support from public assistance (i.e., food stamps, housing, cash assistance) increased the likelihood of subsequent substance use treatment use (0.27 (95% CI: 0.08, 0.46)). CONCLUSION: Interactions with health and social service organizations predicted Black women's use of substance use treatment services and varied based on their involvement in the criminal justice system. Public assistance venues for Black women on probation may be a point of intervention to increase their access to and use of substance use treatment.

Cultural Predictors of Self-Esteem Among Black Women With Criminal Justice Involvement and Herpes Simplex Virus.

Black women have disproportionately alarming HSV-2 infection rates yet receive little attention in sexual health literature. Using a strengths-based resilience framework, this study sought to determine culturally relevant protective predictors of self-esteem for Black women who are justice-involved and have HSV-2. The authors conducted secondary data analysis on data from the "Black Women in the Study of Epidemics (B-WISE) Project," a longitudinal prospective study investigating health disparities and health services utilization among Black women with justice involvement. At baseline, N = 151 Black women with HSV-2 who were incarcerated or on probation completed survey measures assessing self-esteem, ethnic identity affirmation and belonging, perceived social support, and John Henryism Active Coping. Hierarchical linear regression analyses revealed ethnic identity affirmation and belonging and John Henryism Active Coping were significant predictors of self-esteem at 6-month follow-up. Implications are provided for current health professionals.

Retention strategies among those on community supervision in the South: Lessons learned during the COVID-19 pandemic.

OBJECTIVES: Cohort studies must implement effective retention strategies to produce internally valid and generalizable results. Ensuring all study participants are retained, particularly those involved in the criminal legal system, ensures study findings and future interventions will be relevant to this group, who are often lost to follow-up: critical to achieving health equity. Our objective was to characterize retention strategies and describe overall retention among an 18-month longitudinal cohort study of persons on community supervision prior to and during the COVID-19 pandemic. METHODS: We implemented various retention strategy best-practices (e.g., multiple forms of locator information, training study staff on rapport building, study-branded items). During the COVID-19 pandemic, we developed and describe new retention strategies. We calculated overall retention and analyzed differences between those retained and lost to follow-up by demographic characteristics. RESULTS: Prior to the start of the COVID-19 pandemic, 227 participants enrolled across three sites (N = 46 North Carolina; N = 99 Kentucky; N = 82 Florida). Of these, 180 completed the final 18-month visit, 15 were lost to follow-up, and 32 were ineligible. This resulted in an overall retention of 92.3% (180/195). While most participant characteristics did not differ by retention status, a greater proportion of those experiencing unstable housing were lost to follow-up. CONCLUSION: Our findings highlight that when retention strategies are flexible, particularly during a pandemic, high retention is still achievable. In addition to retention best-practices (e.g., frequent requests for updated locator information) we suggest other studies consider retention strategies beyond the study participant (e.g., paying participant contacts) and incentivize on-time study visit completion (e.g., providing a bonus when completed the study visit on time).

Barriers and facilitators to the use of medication for opioid use disorder within the criminal justice system: Perspectives from clinicians.

INTRODUCTION: This study examines social service clinicians' (SSCs) perspectives of factors within the criminal justice system that impact justice-involved individuals' use of medications for opioid use disorder (MOUD). Opioid use disorder (OUD) rates are high among justice-involved individuals, and overdose risk is heightened upon release from incarceration. This study is innovative, as it specifically focuses on criminal justice contexts that influence the MOUD continuum of care from the perspective of clinicians working within the criminal justice system. Understanding criminal justice-related facilitators and barriers to MOUD treatment will guide tailored policy intervention to increase MOUD use and promote recovery and remission among justice-involved individuals. METHODS: The study completed qualitative interviews with 25 SSCs who are employed by a state department of corrections to provide assessment and referrals to substance use treatment to individuals on community supervision. The study used NVivo software to code the major themes found within each transcribed interview; two research assistants participated in consensus coding to ensure consistency in coding across transcripts. This study focused on the secondary codes that fell under the "Criminal Justice System" primary code, as well as codes that indicated barriers and facilitators to MOUD treatment. RESULTS: SSCs cited sentencing time credits as structural facilitators of MOUD treatment; clients sought more information about extended-release naltrexone since time off of their sentence was available if initiated. Support for extended-release naltrexone by officers and judges was often mentioned as an attitudinal facilitator of initiation. Poor intra-agency collaboration among department of corrections agents was an institutional barrier to MOUD. Also, probation and parole officers' stigma surrounding other types of MOUD, specifically buprenorphine and methadone, was an attitudinal barrier to MOUD within the criminal justice system. CONCLUSIONS: Future research should examine the effect that time credits have on extended-release naltrexone initiation, considering the wide consensus among SSCs that their clients were motivated to initiate this type of MOUD because of the resulting time off their sentences. Stigma among probation and parole officers and lack of communication within the criminal justice system need to be addressed so that more individuals with OUD may be exposed to life-saving treatments.

Social ecological factors and medication treatment for opioid use disorder among justice-involved rural and urban persons: the Geographic variation in Addiction Treatment Experiences (GATE) longitudinal cohort study protocol.

INTRODUCTION: Three medications are Food and Drug Administration approved for the treatment of opioid use disorder (OUD); however, these medications are underused within prisons, which elevates the risk of relapse and overdose when persons with opioid use disorder (POUD) are released. Research is scant regarding the multilevel factors associated with POUDs' willingness to initiate medication treatment for opioid use disorder (MOUD) while in prison and their continued engagement in treatment after release. Furthermore, rural and urban populations have not been compared. The Geographic variation in Addiction Treatment Experiences (GATE) study seeks to identify multilevel factors (ie, individual, personal network, and structural factors) influencing prison-based extended-release injectable naltrexone (XR-NTX) and buprenorphine initiation and will examine predictors of postrelease MOUD use and adverse outcomes (ie, relapse, overdose, recidivism) among both rural and urban POUDs. METHODS AND ANALYSIS: This mixed methods study employs a social ecological framework. A prospective observational longitudinal cohort study is being conducted with 450 POUDs using survey and social network data collected in prison, immediately postrelease, 6 months postrelease and 12 months postrelease to identify multilevel rural-urban variation in key outcomes. In-depth qualitative interviews are being conducted with POUDs, prison-based treatment staff and social service clinicians. To maximise rigour and reproducibility, we employ a concurrent triangulation strategy, whereby qualitative and quantitative data contribute equally to the analysis and are used for cross-validation when examining scientific aims. ETHICS AND DISSEMINATION: The GATE study was reviewed and approved by the University of Kentucky's Institutional Review Board prior to implementation. Findings will be disseminated through presentations at scientific and professional association conferences, peer-reviewed journal publications and a summary aggregate report submitted to the Kentucky Department of Corrections.

Network canvas: an open-source tool for capturing social and contact network data.

MOTIVATION: Social influence and contact networks are extremely important for understanding health behaviour and the spread of disease. Yet, most traditional software tools are not optimized to capture these data, making measurement of personal networks challenging. Our team developed Network Canvas to provide an end-to-end workflow with intuitive interfaces to enable researchers to design and conduct network interviews. IMPLEMENTATION: Network Canvas consists of three applications (Architect, Interviewer and Server). All applications are written in JavaScript and run on Windows, macOS and Linux; Interviewer also runs on Android and iOS. GENERAL FEATURES: Network Canvas substantially reduces the complexity and technical knowledge required to collect network data via three point-and-click applications. The tool has wide applicability for measuring contact and social influence networks in epidemiology. AVAILABILITY: Network Canvas is open source and freely available [networkcanvas.com] under the GNU General Public License 3.