Share of Adult Suicides After Recent Jail Release.

Importance: Although people released from jail have an elevated suicide risk, the potentially large proportion of this population in all adult suicides is unknown. Objective: To estimate what percentage of adults who died by suicide within 1 year or 2 years after jail release could be reached if the jail release triggered community suicide risk screening and prevention efforts. Design, Setting, and Participants: This cohort modeling study used estimates from meta-analyses and jail census counts instead of unit record data. The cohort included all adults who were released from US jails in 2019. Data analysis and calculations were performed between June 2021 and February 2024. Main Outcomes and Measures: The outcomes were percentage of total adult suicides within years 1 and 2 after jail release and associated crude mortality rates (CMRs), standardized mortality ratios (SMRs), and relative risks (RRs) of suicide in incarcerated vs not recently incarcerated adults. Taylor expansion formulas were used to calculate the variances of CMRs, SMRs, and other ratios. Random-effects restricted maximum likelihood meta-analyses were used to estimate suicide SMRs in postrelease years 1 and 2 from 10 jurisdictions. Alternate estimate was computed using the ratio of suicides after release to suicides while incarcerated. Results: Included in the analysis were 2019 estimates for 7 091 897 adults (2.8% of US adult population; 76.7% males and 23.3% females) who were released from incarceration at least once, typically after brief pretrial stays. The RR of suicide was 8.95 (95% CI, 7.21-10.69) within 1 year after jail release and 6.98 (95% CI, 4.21-9.76) across 2 years after release. A total of 27.2% (95% CI, 18.0%-41.7%) of all adult suicide deaths occurred in formerly incarcerated individuals within 2 years of jail release, and 19.9% (95% CI, 16.2%-24.1%) of all adult suicides occurred within 1 year of release (males: 23.3% [95% CI, 20.8%-25.6%]; females: 24.0% [95% CI, 19.7%-36.8%]). The alternate method yielded slightly larger estimates. Another 0.8% of adult suicide deaths occurred during jail stays. Conclusions and Relevance: This cohort modeling study found that adults who were released from incarceration at least once make up a large, concentrated population at greatly elevated risk for death by suicide; therefore, suicide prevention efforts focused on return to the community after jail release could reach many adults within 1 to 2 years of jail release, when suicide is likely to occur. Health systems could develop infrastructure to identify these high-risk adults and provide community-based suicide screening and prevention.

Health Belief Model to Assess Mpox Knowledge, Attitudes, and Practices among Residents and Staff, Cook County Jail, Illinois, USA, July-August 2022.

In summer 2022, a case of mpox was confirmed in a resident at the Cook County Jail (CCJ) in Chicago, Illinois, USA. We conducted in-depth interviews with CCJ residents and staff to assess mpox knowledge, attitudes, and practices; hygiene and cleaning practices; and risk behaviors. We characterized findings by using health belief model constructs. CCJ residents and staff perceived increased mpox susceptibility but were unsure about infection severity; they were motivated to protect themselves but reported limited mpox knowledge as a barrier and desired clear communication to inform preventive actions. Residents expressed low self-efficacy to protect themselves because of contextual factors, including perceived limited access to cleaning, disinfecting, and hygiene items. Our findings suggest correctional facilities can support disease prevention by providing actionable and tailored messages; educating residents and staff about risk and vaccination options; and ensuring access to and training for hygiene, cleaning, and disinfecting supplies.

Correlation of SARS-CoV-2 in Wastewater and Individual Testing Results in a Jail, Atlanta, Georgia, USA.

Institution-level wastewater-based surveillance was implemented during the COVID-19 pandemic, including in carceral facilities. We examined the relationship between COVID-19 diagnostic test results of residents in a jail in Atlanta, Georgia, USA (average population ≈2,700), and quantitative reverse transcription PCR signal for SARS-CoV-2 in weekly wastewater samples collected during October 2021‒May 2022. The jail offered residents rapid antigen testing at entry and periodic mass screenings by reverse transcription PCR of self-collected nasal swab specimens. We aggregated individual test data, calculated the Spearman correlation coefficient, and performed logistic regression to examine the relationship between strength of SARS-CoV-2 PCR signal (cycle threshold value) in wastewater and percentage of jail population that tested positive for COVID-19. Of 13,745 nasal specimens collected, 3.9% were COVID-positive (range 0%-29.5% per week). We observed a strong inverse correlation between diagnostic test positivity and cycle threshold value (r = -0.67; p<0.01). Wastewater-based surveillance represents an effective strategy for jailwide surveillance of COVID-19.

Development and Evaluation of Surveillance System for Identifying Jail-Associated COVID-19 Cases in Minnesota, USA, 2022.

Confinement facilities are high-risk settings for the spread of infectious disease, necessitating timely surveillance to inform public health action. To identify jail-associated COVID-19 cases from electronic laboratory reports maintained in the Minnesota Electronic Disease Surveillance System (MEDSS), Minnesota, USA, the Minnesota Department of Health developed a surveillance system that used keyword and address matching (KAM). The KAM system used a SAS program (SAS Institute Inc., https://www.sas.com) and an automated program within MEDSS to identify confinement keywords and addresses. To evaluate KAM, we matched jail booking data from the Minnesota Statewide Supervision System by full name and birthdate to the MEDSS records of adults with COVID-19 for 2022. The KAM system identified 2,212 cases in persons detained in jail; sensitivity was 92.40% and specificity was 99.95%. The success of KAM demonstrates its potential to be applied to other diseases and congregate-living settings for real-time surveillance without added reporting burden.

Forgotten Fundamentals: A Review of State Legislation on Nutrition for Incarcerated Pregnant and Postpartum People.

Adequate nutritional intake during pregnancy is critical to infant health and development. People with the capacity for pregnancy who are incarcerated have limited control over their diets and rely on prisons and jails to meet their nutritional needs. This study examined state and federal statutes pertaining to nutrition care for pregnant people while incarcerated. Following a systematic search and review, we identified four qualitative codes relating to access to vitamins, supplemental food, additional hydration, and prenatal nutrition education. Summaries of state and federal statutes pertaining to nutrition were developed and compared with current prenatal nutrition recommendations. Less than a third of states had nutrition-related mandates and no states had statutes that included all key nutrition recommendations. No federal statutes addressed nutrition during pregnancy. Additionally, our review found no provisions for enforcement of the limited nutritional statutes that do exist. To mitigate adverse health consequences for pregnant people and their fetuses, policymakers should enact or amend legislation to align nutrition standards in all prisons and jails with national policy recommendations and provide mechanisms to oversee compliance.

Mixed methods evaluation of a jail diversion program: Impact on arrests and functioning.

This mixed methods study had two aims: (1) to examine the effectiveness of a jail diversion program in reducing recidivism and promoting educational and employment outcomes; and (2) to qualitatively explore mechanisms through which the program was effective. Participants were 17 individuals arrested for drug offenses who participated in an intensive, law enforcement-based jail diversion program, and 17 individuals in a comparison group. Arrests were extracted from police records, and education and employment were extracted from program data. Four intervention participants completed qualitative interviews. Arrest rates in the intervention group decreased significantly postintervention, and arrest rates in the intervention group were numerically lower than those in the comparison group. Participants experienced significant increases in employment and driver's license status. Participants also identified mechanisms through which the program was effective. This jail diversion program shows promise in reducing recidivism and promoting adaptive functioning. Jail diversion programs that include mentorship, peer support, and removal of barriers to success may be particularly effective.

Mental health, chronic and infectious conditions among pregnant persons in US state prisons and local jails 2016-2017.

BACKGROUND: Pregnant individuals in incarcerated settings have unique healthcare needs. Rates of mental health, infectious diseases, and chronic disease are higher among nonpregnant incarcerated women compared with those who are not, but the prevalence of these conditions among pregnant people in custody has not been documented. OBJECTIVES: The objective of this study is to describe the prevalence of metabolic, infectious, and mental health conditions in pregnant people to identify the medical needs of high-risk pregnancies in US state prisons and local jails. STUDY DESIGN: This was a prospective epidemiologic surveillance of a convenience sample of state prisons (n = 20) and local jails (n = 3). METHODS: We used purposive and snowball sampling to recruit a national sample of prisons and jails of a range of sizes and geographies. Reporters submitted to our study database monthly data on selected pregnancy comorbidities for 6 months between 2016 and 2017. Screening, diagnosis, and tracking of these conditions are derived from each facility's medical record and health care delivery systems. RESULTS: Of the 445 newly admitted pregnant people in prisons and 243 in jails, the most prevalent conditions were mental health conditions and hepatitis C. Specifically, 34.1% (n = 152) in prison and 23.5% (n = 57) in jail had a substance use disorder, and 27.4% (n = 122) of those in prison and 17.7% (n = 43) in jail had a psychiatric diagnosis. Finally, 20.2% (n = 91) in prison and 6.6% (n = 16) in jail had hepatitis C. CONCLUSIONS: This study demonstrates that chronic medical and mental health conditions are prevalent among pregnant people in US prisons and jails. However, significant variability in the reported number of cases of these conditions from state to state and between facility types implies a lack of or inadequate screening practices. These data indicate the need for comprehensive screening and appropriate care for the complex needs of pregnant incarcerated people.

OBJECTIVES: The objective of this study is to describe the prevalence of these conditions in pregnant people to identify the medical needs of high-risk pregnancies in US state prisons and local jails. STUDY DESIGN: The study involved ongoing systematic data collection, analysis and interpretation of pregnancy data from a convenience sample of state prisons (n = 20) and local jails (n = 3). METHODS: We intentionally recruited a national sample of prisons and jails of a range of sizes and geographies that house pregnant individuals. Some study facilities were referred from others. Reporters submitted to our study database monthly data on selected pregnancy comorbidities for 6 months between 2016 and 2017. Screening, diagnosis, and tracking of these conditions derived from each facility's medical record and health care delivery systems. RESULTS: Of the 445 newly admitted pregnant people in prisons and 243 in jails, the most prevalent conditions were mental health conditions and hepatitis C. Specifically, 34.1% (n = 152) in prison and 23.5% (n = 57) in jail had a substance use disorder and 27.4% (n = 122) of those in prison and 17.7% (n = 43) in jail had a psychiatric diagnosis. Finally, 20.2% (n = 91) in prison and 6.6% (n = 16) in jail had hepatitisc. CONCLUSIONS: This study demonstrates that chronic medical and mental health conditions are prevalent among pregnant people in US prisons and jails. However, significant variability in the reported number of cases of these conditions from state to state and between facility types implies a lack of or inadequate screening practices. These data indicate the need for comprehensive screening and appropriate care for the complex needs of pregnant incarcerated people.

Health care conditions among pregnant persons in US state prisons and local jails 2016­2017Background: Pregnant individuals in incarcerated settings have unique health care needs. Rates of mental health, infectious diseases, and chronic disease are higher among nonpregnant incarcerated women compared with those who are not, but the prevalence of these conditions among pregnant people in custody has not been documented.

Acceptability and Perceived Utility of Virtual Reality Among People Who Are Incarcerated Who Use Drugs.

People who are incarcerated are at heightened risk of overdose upon community reentry. Virtual reality (VR) may provide an innovative tool for overdose prevention intervention in corrections facilities. This mixed methods study sought to understand incarcerated individuals' perspectives on VR for overdose prevention and explore physiological arousal associated with use of VR equipment. Study participants were 20 individuals, stratified by gender, with an opioid use disorder at a county jail. Qualitative interviews assessed acceptability and perceived utility of VR in the jail setting. Thematic analysis indicated high levels of acceptability and potential utility in the following areas: (a) mental health and substance use interventions, (b) community reentry skills training, and (c) communication and conflict resolution skills. Heart rate variability (HRV) data were collected continuously during the interview and during VR exposure to explore whether exposure to the VR environment provoked arousal. Physiological data analyses showed a significant decrease in heart rate (HR) [b = -3.14, t(18) = -3.85, p < .01] and no arousal as measured by root mean square of successive RR interval differences (RMSSD) [b = -0.06, t(18) = -1.06, p = .30] and high frequency-HRV (HF-HRV) [b = -0.21, t(18) = -1.71, p = .10]. This study demonstrated high acceptability and decreased HR response of VR among incarcerated people who use drugs.

Hepatitis A Exposure Response and Outbreak Prevention in a Large Urban Jail - Los Angeles County, California, May-July 2023.

Correctional settings provide a high-risk environment for hepatitis A transmission because of the high proportion of homelessness and injection drug use among persons who are incarcerated. On May 30, 2023, Los Angeles County Department of Public Health informed the Communicable Disease Surveillance and Control (CDSC) unit of the Los Angeles County Jail system that a symptomatic incarcerated person had received a positive test result for acute hepatitis A. Upon learning the next day that the patient was a food handler, CDSC staff members identified 5,830 potential contacts of the index patient, 1,702 of whom had been released from the jail. During June 1-12, a total of 2,766 contacts who did not have a documented history of hepatitis A serology or vaccination that could be confirmed from the electronic health record or state immunization registry were identified. These persons were offered hepatitis A vaccination as postexposure prophylaxis; 1,510 (54.6%) accepted vaccination. Contacts who were food handlers without confirmed evidence of immunity and who declined vaccination were removed from food-handling duties for the duration of their potential incubation period. No additional cases were identified. Identifying contacts promptly and using immunization and serology records to ensure rapid delivery of postexposure prophylactic vaccine can help prevent hepatitis A transmission during exposures among incarcerated populations.

Adolescents' life between violence and discipline. Medical care in the "Jugendhäuser" juvenile detention centers in East Germany in the 1960s-1980s.

Background: In 1952-1989, special juvenile detention centers, called Jugendhäuser, were established in the German Democratic Republic. There, juvenile delinquents had to not only complete their sentences, but they were also supposed to be re-educated into conscious socialist personalities through a system of collective education proposed by Soviet pedagogue Anton Makarenko. Among twelve Jugendhäuser in East Germany, the ones in Halle and Dessau were considered to have the most severe conditions due to the praxis of mental and physical violence. For the first time, based on the personal files of former juvenile prisoners and archival documents of medical services, we reconstruct a picture of the health status of prisoners and medical care in both these Jugendhäuser. Methods: We analyzed personal files of juvenile prisoners from the Archive of the Correctional Facility in Halle and unpublished documents from the Saxony-Anhalt State Archive, Magdeburg Department, the State Archive in Leipzig and the Stasi Records Archive in Halle. For the examination of these sources, we implemented the historical-critical method. Results: The Jugendhäuser had a system of outpatient and inpatient treatment. Although the medical services rated the level of health care as good at those detention centers, numerous complaints from juveniles, as well as cases of failure to provide assistance, indicated certain deficiencies. Cases of violence in juvenile prisons were common, especially in the Jugendhaus Halle. Brawls between inmates led to injuries and sometimes even to deaths. Fear of beatings resulted in desperate acts such as self-harm, suicide and escapes from prison. Conclusion: The health status of young prisoners in the Jugendhäuser in Halle and Dessau was negatively affected by violence and often by lack of medical care. The prevalence of violence can be attributed to challenges of the penal system as well as deficiencies of the medical services. Since repressive means were used to overcome the violence, such efforts were not successful. The medical services did not offer specialized care for juveniles with mental and learning disorders or those who required psychological or even psychotherapeutic support. Physical health issues were also often ignored due to the stigmatization of sick juveniles as malingerers.

Diffusion of medications for opioid use disorder treatment in jail settings: a convergent mixed methods study of jail staff perspectives.

BACKGROUND: Implementation of medications for opioid use disorder (MOUD) in jails varies by facility and across states. Organizational climate, including staff attitudes toward change and exposure to education, can influence perceptions of innovations like MOUD in jails. Using a mixed methods design, we aimed to understand the association between organizational climate and jail staff perceptions of MOUD. METHODS: Jail staff (n = 111) who operate MOUD programs in 6 Massachusetts jails completed surveys that included the Organizational Readiness for Implementing Change (ORIC) survey. Random effects logistic regression models assessed associations between organizational climate and several outcomes of perceived MOUD efficacy, acceptability, and knowledge, while controlling for covariates. Jail staff (N = 61) participated in qualitative interviews and focus groups focused on organizational climate and knowledge diffusion, which we analyzed using inductive and deductive methods. RESULTS: The results indicate that organizational change readiness on the ORIC was associated with positive perceptions of MOUD, and educational resources facilitated MOUD implementation. Greater ORIC was associated with higher perception of methadone as highly acceptable for jail populations (Odds ratio [OR] 2.3, 95% Confidence Interval [CI] 1.2 to 4.4), and high knowledge of methadone (OR 2.3, 95% CI 1.1 to 4.9), with similar magnitude of effects for buprenorphine. High levels of training for jail staff on methadone and buprenorphine were also associated with higher knowledge of these medications (Methadone: OR 7.2, 95% CI 2.2 to 23.2; Buprenorphine: OR 3.4, 95% CI 1.2 to 9.5). Qualitative results point towards the importance of organizational climate and elucidate educational strategies to improve staff perceptions of MOUD. CONCLUSION: Results underscore the importance of organizational climate for successful implementation of jail MOUD programs and provide support for medication-specific educational resources as a facilitator of successful MOUD implementation in jail settings. Findings highlight implementation strategies that may improve jail staff perceptions of MOUD.

Identifying Individuals With Early Psychosis in Jail: Lessons Learned for Coordinated Specialty Care Services.

OBJECTIVE: This study sought to establish the feasibility of a two-component intervention embedded within a jail setting that would detect detainees with early psychosis and connect them to coordinated specialty care (CSC) in the community upon release. METHODS: The two components of the intervention were a targeted educational campaign for correction officers and a specialized early engagement support service to facilitate jail discharge planning. Jail detainees with early psychosis were referred to the project and assessed for positive and negative symptoms, substance use, and duration of untreated psychosis (DUP). During a 24-month period, 25 individuals were referred, of whom eight were eligible and interviewed. RESULTS: The sociodemographic and clinical characteristics of the jail detainees were similar to those of individuals in hospital settings. The median DUP was 36 weeks. One of the eight detainees with early psychosis was successfully referred to CSC; for the other detainees, social or criminal legal factors precluded referral. CONCLUSIONS: A targeted educational campaign for correction officers and a specialized early engagement support service can be implemented in a jail setting, and referrals can be facilitated. Success of the campaign may depend on having dedicated liaisons within the jail setting (e.g., among correctional health staff) as well as liaisons in local CSC programs and leadership. Changes in the law and policy environments (e.g., criminal legal system reform) and changes in organizational practices and processes for corrections, correctional health, and local CSC programs (such as those made during the COVID-19 pandemic) require ongoing collaborations.

Characterizing predictors of COVID-19 vaccine refusal in an urban southern California jail population.

BACKGROUND: Correctional populations have been disproportionately affected by COVID-19, and many large outbreaks have occurred in jails and prisons. Vaccination is a key strategy to reduce the SARS-CoV-2 transmission in carceral settings. Although implementation can be challenging due to vaccine hesitancy and medical mistrust, correctional settings provide largely equitable healthcare access and present a unique opportunity to identify potential predictors of vaccine hesitancy independent of access issues. METHODS: We retrospectively analyzed electronic health record data for individuals offered COVID-19 vaccination at the Los Angeles County Jail between January 19, 2021, and January 31, 2023, and used multivariable logistic regression to determine predictors of COVID-19 vaccine refusal. RESULTS: Of the 21,424 individuals offered COVID-19 vaccination, 2,060 (9.6 %) refused. Refusal was associated with male sex ([aOR] = 2.3, 95 % CI (1.9, 2.8)), age 18-34 ([aOR] = 1.2, 95 % CI (1.1, 1.4), referent group: age 45-54), Black race ([aOR] = 1.2, 95 % CI (1.1, 1.4)), reporting ever being houseless ([aOR] = 1.2, 95 % CI (1.1, 1.3)), and having a history of not receiving influenza vaccination while incarcerated ([aOR] = 2.4, 95 % CI (2.0, 2.8)). When analyzing male and female populations separately, male-specific trends reflected those seen in the overall population, whereas the only significant predictor of vaccine refusal in the female population was not receiving influenza vaccination while in custody ([aOR] = 6.5, 95 % CI (2.4, 17.6)). CONCLUSION: Identifying predictors of vaccine refusal in correctional populations is an essential first step in the development and implementation of targeted interventions to mitigate vaccine hesitancy.

Coping with Depression, Anxiety & Stress: The Healing Effects of a Jail-Based Trauma Sensitive Yoga Program.

Stress, anxiety and depression, often linked to internalizing/externalizing behaviors, are remarkedly high in a jail-based setting when one's future is uncertain. While research demonstrates that carceral yoga programs can provide physiological/psychological benefits, persons who are incarcerated, who have high rates of trauma-related experiences and mental illness, might benefit more from a trauma sensitive approach. Empirical studies examining the specific impact of trauma sensitive yoga (TSY) on populations who are incarcerated appear unavailable, necessitating this exploratory investigation with male residents in a TSY intervention at a New York jail. Through pre and post-test interviewing and a mixed methods data analysis, data indicated that those who participated in TSY experienced statistically significant increases in overall health, in addition to statistically significant reductions in stress, anxiety, depression and institutional misconduct. Qualitative analyses suggested that male participants experienced transcendence of the jail environment, easing the monotony of the correctional setting. TSY also provided them with new opportunities, the ability to regulate emotions/behaviors and initiate personal growth/changes within. Hence, this research implies that TSY, a benign intervention, easily implemented in a correctional setting, has the ability to beget benefits for persons who are incarcerated within a short period of time. This is vital to providing rehabilitative options within the transient nature of the jail setting.

Using Agent-Based Modeling to Examine Risk for COVID-19 Infection in Custodial Settings.

Research on pandemics in institutional settings often assumes that all human interactions within a jail pose similar viral transmission risks. We developed an agent-based model (ABM) called Simulation Applications for Forecasting Effective Responses in Corrections (SAFER-C™) to simulate nine scenarios of possible interactions and virus transmission among incarcerated individuals and jail staff and tested this assumption. We found that resumption of high-contact activities has a greater impact on the number of infections, while out-of-cell group sizes and initial vaccination rates had lower impact. This work emphasizes the importance of understanding and modeling human interactions in confinement facilities, as well as understanding, responding to, and limiting the mechanism of viral transmission in jails. Insights from ABMs provide correctional administrators with realistic options for managing responses.

Provision of health care services related to substance use disorder in southern U.S. jails.

INTRODUCTION: The U.S. jail population has more than tripled since the 1980s, and today, one out of every three incarcerated individuals is being held in a county or city jail. Substance use disorders (SUD) are overrepresented in incarcerated populations; however, little recent research has examined the availability and quality of SUD-related health care services in jail settings. Incarcerated individuals may engage with a variety of SUD-related health care services, including: screening and withdrawal management at entry, SUD treatment or other brief health care interventions while they are being held, and overdose prevention education and reentry planning at release. METHODS: We conducted a thematic analysis of qualitative data from 34 interviews conducted with 38 personnel from a purposive sample of jails that varied in size and rurality within a five-state study area. The goals of the analyses were to: 1) describe jail health care services for SUD and barriers to service provision, 2) compare current practices to best practice recommendations, and 3) provide context by describing factors at the jail and community level that influence service provision, such as access to resources. RESULTS: Interviewees described wide variability in both availability and comprehensiveness of SUD-related health care services. Most adhered to federal guidance for supervising withdrawal from alcohol and benzodiazepines, but not opioids. Medication for addiction treatment was most widely available for pregnant women and rarely for other individuals. Roughly one third of the jails in our sample provided behavioral group or individual therapy with a licensed counselor and roughly one quarter offered self-help groups. Very few jails provided comprehensive re-entry planning and support. Jail staff reported specific barriers to providing each type of service, as well as limiting contextual factors. Despite observed increases in case volume, jail health care staff did not necessarily receive any additional funding or staff members. Overall, lack of investment in mental and behavioral health care contributed to recidivism and feelings of hopelessness among staff. CONCLUSIONS: This study identified several areas where jails could improve SUD-related health care services. Many of the barriers to improvement-organizational buy-in, cost/budgeting, staffing, logistics-were not under the control of health care staff. Implementing changes will require support from local governments, jails administrators, private health care companies, and other local health care providers.

Jail-based medication for opioid use disorder and patterns of reincarceration and acute care use after release: A sequence analysis.

BACKGROUND: Treatment with methadone and buprenorphine medications for opioid use disorder (MOUD) during incarceration may lead to better community re-entry, but evidence on these relationships have been mixed. We aimed to identify community re-entry patterns and examine the association between in-jail MOUD and a pattern of successful reentry defined by rare occurrence of reincarceration and preventable healthcare utilization. METHODS: Data came from a retrospective, observational cohort study of 6066 adults with opioid use disorder who were incarcerated in New York City jails and released to the community during 2011-14. An outcome was community re-entry patterns identified by sequence analysis of 3-year post-release reincarceration, emergency department visits, and hospitalizations. An exposure was receipt of in-jail MOUD versus out-of-treatment (42 % vs. 58 %) for the last 3 days before discharge. The study accounted for differences in baseline demographic, clinical, behavioral, housing, and criminal legal characteristics between in-jail MOUD and out-of-treatment groups via propensity score matching. RESULTS: This study identified five re-entry patterns: stability (64 %), hospitalization (23 %), delayed reincarceration (7 %), immediate reincarceration (4 %), and continuous incarceration (2 %). After addressing confounding, 64 % and 57 % followed the stability pattern among MOUD and out-of-treatment groups who were released from jail in 2011, respectively. In 2012-14, the prevalence of following the stability pattern increased year-by-year while a consistently higher prevalence was observed among those with in-jail MOUD. CONCLUSIONS: Sequence analysis helped define post-release stability based on health and criminal legal system involvement. Receipt of in-jail MOUD was associated with a marker of successful community re-entry.