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Chan PA, Goedel WC, Li Y, Mena L, Patel RR, Marshall BDL, Yelena M, Ward L, Underwood A, Johnson CJ, Gomillia CE, Almonte A, Tao J, Curoe K, Villalobos J, Nunn AS. Impact of Social Determinants of Health on Pre-exposure Prophylaxis Care for HIV Prevention. J Acquir Immune Defic Syndr 2025:00126334-990000000-00581. [PMID: 39780304 DOI: 10.1097/qai.0000000000003601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2025]
Abstract
BACKGROUND HIV continues to disproportionately impact men who have sex with men (MSM) in the United States (US). Pre-exposure prophylaxis (PrEP) is effective, but disparities persist. Limited studies have conducted systematic evaluations of social determinants of health (SDOH) and their effects on PrEP persistence among MSM. SETTING We enrolled MSM into a prospective observational cohort to assess progression through the PrEP care continuum. We enrolled patients from three diverse US settings from 2018-2022. METHODS We explored the impact of SDOH on PrEP persistence (defined as successfully obtaining PrEP prescriptions and/or clinical documentation of retention in PrEP care) at 6- and 12-months using multilevel, mixed-effects logistic models. RESULTS A total of N=300 MSM were enrolled. Median age was 28 years; 40% were Black/African American (B/AA), and 11% were Hispanic/Latino (H/L). PrEP persistence was 84.7% and 49.3% at 6- and 12-months, respectively. In the unadjusted analysis, B/AA and H/L individuals were 56% and 54%, respectively, less likely to demonstrate PrEP persistence at 6- and 12-months compared to white/non-H/L individuals. Findings were no longer significant after adjusting for economic stability and educational attainment. Individuals with higher levels of internalized homophobia were less likely to persist on PrEP. Every 1-unit increase on a validated measure of internalized homophobia was independently and negatively associated with PrEP persistence (adjusted odds ratio = 0.95, 95% CI: 0.93-0.98). CONCLUSION SDOH are important predictors of racial and ethnic disparities in PrEP persistence among MSM. Addressing these factors could help mitigate racial disparities in PrEP persistence in the US.
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Moyo P, Merlin JS, Gairola R, Girard A, Shireman TI, Trivedi AN, Marshall BDL. Association of Opioid Use Disorder Diagnosis with Management of Acute Low Back Pain: A Medicare Retrospective Cohort Analysis. J Gen Intern Med 2024; 39:2097-2105. [PMID: 38829451 PMCID: PMC11306843 DOI: 10.1007/s11606-024-08799-3] [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: 11/22/2023] [Accepted: 05/06/2024] [Indexed: 06/05/2024]
Abstract
BACKGROUND Practice guidelines recommend nonpharmacologic and nonopioid therapies as first-line pain treatment for acute pain. However, little is known about their utilization generally and among individuals with opioid use disorder (OUD) for whom opioid and other pharmacologic therapies carry greater risk of harm. OBJECTIVE To determine the association between a pre-existing OUD diagnosis and treatment of acute low back pain (aLBP). DESIGN Retrospective cohort study using 2016-2019 Medicare data. PARTICIPANTS Fee-for-service Medicare beneficiaries with a new episode of aLBP. MAIN MEASURES The main independent variable was OUD diagnosis measured prior to the first LBP claim (i.e., index date). Using multivariable logistic regressions, we assessed the following outcomes measured within 30 days of the index date: (1) nonpharmacologic therapies (physical therapy and/or chiropractic care), and (2) prescription opioids. Among opioid recipients, we further assessed opioid dose and co-prescription of gabapentin. Analyses were conducted overall and stratified by receipt of physical therapy, chiropractic care, opioid fills, or gabapentin fills during the 6 months before the index date. KEY RESULTS We identified 1,263,188 beneficiaries with aLBP, of whom 3.0% had OUD. Two-thirds (65.8%) did not receive pain treatments of interest at baseline. Overall, nonpharmacologic therapy receipt was less prevalent and opioid and nonopioid pharmacologic therapies were more common among beneficiaries with OUD than those without OUD. Beneficiaries with OUD had lower odds of receiving nonpharmacologic therapies (aOR = 0.62, 99%CI = 0.58-0.65) and higher odds of prescription opioid receipt (aOR = 2.24, 99%CI = 2.17-2.32). OUD also was significantly associated with increased odds of opioid doses ≥ 90 morphine milligram equivalents/day (aOR = 2.43, 99%CI = 2.30-2.56) and co-prescription of gabapentin (aOR = 1.15, 99%CI = 1.09-1.22). Similar associations were observed in stratified groups though magnitudes differed. CONCLUSIONS Medicare beneficiaries with aLBP and OUD underutilized nonpharmacologic pain therapies and commonly received opioids at high doses and with gabapentin. Complementing the promulgation of practice guidelines with implementation science could improve the uptake of evidence-based nonpharmacologic therapies for aLBP.
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Banerjee G, Edelman EJ, Barry DT, Becker WC, Cerdá M, Crystal S, Gaither JR, Gordon AJ, Gordon KS, Kerns RD, Martins SS, Fiellin DA, Marshall BDL. Reply to Osborne & Serdarevic (2017): Potential impact of exposure definition when examining non-medical use of prescription opioids among US veterans. Addiction 2017; 112:1510-1511. [PMID: 28608455 DOI: 10.1111/add.13864] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2017] [Accepted: 05/11/2017] [Indexed: 11/30/2022]
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Letter |
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Tseregounis IE, Tancredi DJ, Stewart SL, Shev AB, Crawford A, Gasper JJ, Wintemute G, Marshall BDL, Cerdá M, Henry SG. A Risk Prediction Model for Long-term Prescription Opioid Use. Med Care 2021; 59:1051-1058. [PMID: 34629423 PMCID: PMC8595680 DOI: 10.1097/mlr.0000000000001651] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Tools are needed to aid clinicians in estimating their patients' risk of transitioning to long-term opioid use and to inform prescribing decisions. OBJECTIVE The objective of this study was to develop and validate a model that predicts previously opioid-naive patients' risk of transitioning to long-term use. RESEARCH DESIGN This was a statewide population-based prognostic study. SUBJECTS Opioid-naive (no prescriptions in previous 2 y) patients aged 12 years old and above who received a pill-form opioid analgesic in 2016-2018 and whose prescriptions were registered in the California Prescription Drug Monitoring Program (PDMP). MEASURES A multiple logistic regression approach was used to construct a prediction model with long-term (ie, >90 d) opioid use as the outcome. Models were developed using 2016-2017 data and validated using 2018 data. Discrimination (c-statistic), calibration (calibration slope, intercept, and visual inspection of calibration plots), and clinical utility (decision curve analysis) were evaluated to assess performance. RESULTS Development and validation cohorts included 7,175,885 and 2,788,837 opioid-naive patients with outcome rates of 5.0% and 4.7%, respectively. The model showed high discrimination (c-statistic: 0.904 for development, 0.913 for validation), was well-calibrated after intercept adjustment (intercept, -0.006; 95% confidence interval, -0.016 to 0.004; slope, 1.049; 95% confidence interval, 1.045-1.053), and had a net benefit over a wide range of probability thresholds. CONCLUSIONS A model for the transition from opioid-naive status to long-term use had high discrimination and was well-calibrated. Given its high predictive performance, this model shows promise for future integration into PDMPs to aid clinicians in formulating opioid prescribing decisions at the point of care.
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Kennedy MC, Karamouzian M, Marshall BDL. The North American opioid crisis: how effective are supervised consumption sites? Lancet 2022; 400:1403-1404. [PMID: 36273477 DOI: 10.1016/s0140-6736(22)01593-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 08/12/2022] [Indexed: 03/23/2023]
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Goedel WC, Chan PA, King MRF, Prosperi MCF, Marshall BDL, Galárraga O. Cost-Effectiveness of a Statewide Pre-Exposure Prophylaxis Program for Gay, Bisexual, and Other Men Who Have Sex with Men. RHODE ISLAND MEDICAL JOURNAL (2013) 2019; 102:36-39. [PMID: 31675786 PMCID: PMC7461153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Pre-exposure prophylaxis (PrEP) is an effective tool for preventing HIV infection among men who have sex with men (MSM), but its cost-effectiveness has varied across settings. Using an agent-based model, we projected the cost-effectiveness of a statewide PrEP program for MSM in Rhode Island over the next decade. In the absence of PrEP, the model predicted an average of 830 new HIV infections over ten years. Scaling up the existing PrEP program to cover 15% of MSM with ten or more partners each year could reduce the number of new HIV infections by 33.1% at a cost of $184,234 per quality-adjusted life-year (QALY) gained. Expanded PrEP use among MSM at high risk for HIV infection has the potential to prevent a large number of new HIV infections but the high drug-related costs may limit the cost-effectiveness of this intervention.
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Arbaugh S, Chambers LC, Gaither R, Hallowell BD, Daly MM, Marshall BDL, Beaudoin FL. Association Between Emergency Department Operational Metrics and Substance Use Disorder Treatment Interest in Two Rhode Island Hospitals. RHODE ISLAND MEDICAL JOURNAL (2013) 2024; 107:22-27. [PMID: 38917311 PMCID: PMC11476007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/27/2024]
Abstract
OBJECTIVE This study examined if emergency department (ED) operational metrics, such as wait time or length of stay, are associated with interest in substance use disorder (SUD) treatment referral among patients at high risk of opioid overdose. METHODS In this observational study, 648 ED patients at high risk of opioid overdose completed a baseline questionnaire. Operational metrics were summarized using electronic health record data. The association between operational metrics and treatment interest was estimated with multivariable logistic regression. RESULTS Longer time to room (adjusted odds ratio [AOR]=1.12, 95% confidence interval [CI]=1.01-1.25) and length of stay (AOR=1.02, 95% CI=1.00-1.05) were associated with treatment referral interest. Time to provider and number of treating providers showed no significant association. CONCLUSION Longer rooming wait times and longer ED visits were associated with increased SUD treatment referral interest. This suggests patients who wait for longer periods may be motivated for treatment and warrant further resource investment.
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Tao J, Parent H, Karki I, Martin H, Marshall SA, Kapadia J, Nunn AS, Marshall BDL, Raymond HF, Mena L, Chan PA. Perspectives on a peer-driven intervention to promote pre-exposure prophylaxis (PrEP) uptake among men who have sex with men in southern New England: a qualitative study. BMC Health Serv Res 2024; 24:1023. [PMID: 39232755 PMCID: PMC11376045 DOI: 10.1186/s12913-024-11461-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2024] [Accepted: 08/20/2024] [Indexed: 09/06/2024] Open
Abstract
BACKGROUND Pre-exposure prophylaxis (PrEP) is a highly effective pharmaceutical intervention that prevents HIV infection, but PrEP uptake across the US has been slow among men who have sex with men (MSM), especially among Black/African American (B/AA) and Hispanic /Latino (H/L) MSM. This study investigates the acceptability and essential components of a peer-driven intervention (PDI) for promoting PrEP uptake among MSM, with a specific focus on B/AA and H/L communities. METHODS We conducted 28 semi-structured, qualitative interviews with MSM in southern New England to explore the components of a PDI, including attitudes, content, and effective communication methods. A purposive sampling strategy was used to recruit diverse participants who reflect the communities with the highest burden of HIV infection. RESULTS Of 28 study participants, the median age was 28 years (interquartile range [IQR]: 25, 35). The sample comprised B/AA (39%, n = 11) and H/L (50%, n = 14) individuals. Notably, nearly half of the participants (46%) were current PrEP users. We found that many participants were in favor of using a PDI approach for promoting PrEP. Additionally, several participants showed interest in becoming peer educators themselves. They emphasized the need for strong communication skills to effectively teach others about PrEP. Moreover, participants noted that peer education should cover key topics like how PrEP works, how effective it is, and any possible side effects. CONCLUSIONS Our study shows that effective PDIs, facilitated by well-trained peers knowledgeable about PrEP, could enhance PrEP uptake among MSM, addressing health disparities and potentially reducing HIV transmission in B/AA and H/L communities.
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research-article |
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Khan MR, Acri M, Ban KF, Scheidell JD, Stevens ER, Manandhar-Sasaki P, Charles D, Chichetto NE, Crystal S, Gordon AJ, Marshall BDL, Edelman EJ, Justice AC, Braithwaite SR, Caniglia EC. Associations Between Reductions in Depressive Symptoms and Reductions in Pain and Anxiety Symptoms and Substance Use: Emulation of a Randomized Trial. AJPM FOCUS 2024; 3:100258. [PMID: 39290574 PMCID: PMC11407062 DOI: 10.1016/j.focus.2024.100258] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/19/2024]
Abstract
Introduction Depressive symptoms are linked with pain, anxiety, and substance use. Research estimating whether a reduction in depressive symptoms is linked to subsequent reductions in pain and anxiety symptoms and substance use is limited. Methods Using data from the Veterans Aging Cohort Study, a multisite observational study of U.S. veterans, the authors used a target trial emulation framework to compare individuals with elevated depressive symptoms (Patient Health Questionnaire-9 score ≥ 10) who experienced reductions in depressive symptoms (Patient Health Questionnaire-9 score < 10) with those whose symptoms persisted (Patient Health Questionnaire-9 score ≥ 10) at the next follow-up visit (on average, 1 year later). Using inverse probability of treatment weighting, the authors estimated ORs and 95% CIs for associations between depressive symptom reduction status and improvement on the following: anxiety symptoms, pain symptoms, unhealthy alcohol use, and use of tobacco, cannabis, cocaine, and/or illicit opioids. Results Reductions in depressive symptoms were associated with reductions in pain symptoms (OR=1.43, 95% CI=1.01, 2.02), anxiety symptoms (OR=2.50, 95% CI=1.63, 3.83), and illicit opioid use (OR=2.07, 95% CI=1.13, 3.81). Depressive symptom reductions were not associated with reductions in unhealthy alcohol use (OR=0.85, 95% CI=0.48, 1.52) or use of tobacco (OR=1.49, 95% CI=0.89, 2.48), cannabis (OR=1.07, 95% CI=0.63, 1.83), or cocaine (OR=1.28, 95% CI=0.73, 2.24). Conclusions Reducing depressive symptoms may potentially reduce pain and anxiety symptoms and illicit opioid use. Future work should determine whether reductions achieved through antidepressant medications, behavioral therapy, or other means have comparable impact.
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Tan M, Park C, Goldman J, Biello KB, Buxton J, Hadland SE, Park JN, Sherman SG, Macmadu A, Marshall BDL. Association between willingness to use an overdose prevention center and probation or parole status among people who use drugs in Rhode Island. Harm Reduct J 2024; 21:54. [PMID: 38424553 PMCID: PMC10905878 DOI: 10.1186/s12954-024-00969-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Accepted: 02/20/2024] [Indexed: 03/02/2024] Open
Abstract
BACKGROUND Overdose prevention centers (OPCs) are being implemented in the United States as a strategy to reduce drug-related mortality and morbidity. Previous studies have suggested that people who use drugs (PWUD) with a history of criminal legal system (CLS) involvement (e.g. current probation/parole) are at greater risk of overdose but may also encounter significant barriers to OPC use. The objective of this study was to explore the association between willingness to use an OPC and probation/parole status in a sample of PWUD in Rhode Island. METHODS This study utilized data from the Rhode Island Prescription and Illicit Drug Study, which enrolled adult PWUD from August 2020 to February 2023. We used Pearson's chi-square and Wilcoxon rank-sum tests to assess bivariate associations between willingness to use an OPC and probation/parole status (current/previous/never), as well as other sociodemographic and behavioral characteristics. In multivariable Poisson analyses, we examined the association between willingness to use an OPC and probation/parole status, adjusting for key sociodemographic and behavioral characteristics. RESULTS Among 482 study participants, 67% were male, 56% identified as white, 20% identified as Hispanic/Latine, and the median age was 43 (IQR 35-53). Nearly a quarter (24%) had never been on probation/parole, 44% were not currently on probation/parole but had a lifetime history of probation and parole, and 32% were currently on probation/parole. Most participants (71%) reported willingness to use an OPC, and in both bivariate and multivariable analyses, willingness to use an OPC did not vary by probation/parole status. Crack cocaine use and lifetime non-fatal overdose were associated with greater willingness to use an OPC (all p < 0.05). CONCLUSIONS These data demonstrate high willingness to use OPC among PWUD in Rhode Island regardless of CLS-involvement. As OPCs begin to be implemented in Rhode Island, it will be imperative to engage people with CLS-involvement and to ensure access to the OPC and protection against re-incarceration due to potential barriers, such as police surveillance of OPCs.
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Research Support, N.I.H., Extramural |
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Nolen S, Trinidad AJ, Jordan AE, Green TC, Jalali A, Murphy SM, Zang X, Marshall BDL, Schackman BR. Racial/Ethnic differences in receipt of naloxone distributed by opioid overdose prevention programs in New York City. RESEARCH SQUARE 2023:rs.3.rs-2934002. [PMID: 37292718 PMCID: PMC10246282 DOI: 10.21203/rs.3.rs-2934002/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Introduction We evaluated racial/ethnic differences in the receipt of naloxone distributed by opioid overdose prevention programs (OOPPs) in New York City (NYC). Methods We used naloxone recipient racial/ethnic data collected by OOPPs from April 2018 to March 2019. We aggregated quarterly neighborhood-specific rates of naloxone receipt and other covariates to 42 NYC neighborhoods. We used a multilevel negative binomial regression model to assess the relationship between neighborhood-specific naloxone receipt rates and race/ethnicity. Race/ethnicity was stratified into four mutually exclusive groups: Latino, non-Latino Black, non-Latino White and non-Latino Other. We also conducted racial/ethnic-specific geospatial analyses to assess whether there was within-group geographic variation in naloxone receipt rates for each racial/ethnic group. Results Non-Latino Black residents had the highest median quarterly naloxone receipt rate of 41.8 per 100,000 residents, followed by Latino residents (22.0 per 100,000), non-Latino White (13.6 per 100,000) and non-Latino Other residents (13.3 per 100,000). In our multivariable analysis, compared with non-Latino White residents, non-Latino Black residents had a significantly higher receipt rate and non-Latino Other residents had a significantly lower receipt rate. In the geospatial analyses, both Latino and non-Latino Black residents had the most within-group geographic variation in naloxone receipt rates compared to non-Latino White and Other residents. Conclusions This study found significant racial/ethnic differences in naloxone receipt from NYC OOPPs. We observed substantial variation in naloxone receipt for non-Latino Black and Latino residents across neighborhoods, indicating relatively poorer access in some neighborhoods and opportunities for new approaches to address geographic and structural barriers in these locations.
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Kaufman JS, Banack HR, Adams JW, Marshall BDL, Stovitz SD. Risk Factor Reversal in Studies of Infectious Disease: Making Counterintuitive Results Intuitive Again. Sex Transm Dis 2020; 46:e5-e7. [PMID: 30234795 DOI: 10.1097/olq.0000000000000911] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
A previously published study reported the seemingly paradoxical finding that men who have sex with men status was strongly protective and recent sexual abstinence strongly deleterious in relation to mortality prognosis. We explain why these results are entirely logical and that the counterintuitive direction of the effects derives from the comparison group implied by the study design.
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Comment |
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Parker S, Reichley N, Biello KB, Goldman J, Buxton JA, Hadland SE, Sherman SG, Marshall BDL, Macmadu A. Differences by race and ethnicity in drug use patterns, harm reduction practices and barriers to treatment among people who use drugs in Rhode Island. RESEARCH SQUARE 2024:rs.3.rs-4768821. [PMID: 39184083 PMCID: PMC11343287 DOI: 10.21203/rs.3.rs-4768821/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/27/2024]
Abstract
Background: As in much of the United States, there have been significant increases in overdose deaths among non-Hispanic Black and Hispanic/Latinx populations in Rhode Island over the past decade. Given the shifting dynamics of the overdose epidemic, there is an urgent need for focused interventions that address the specific needs of diverse communities. This study explores differences in drug use patterns, harm reduction behaviors and types and barriers to treatment by race and ethnicity. Methods: This study utilized baseline data from the Rhode Island Prescription and Illicit Drug Study (RAPIDS). We assessed sociodemographic characteristics, drug use patterns, harm reduction practices, treatment type, and barriers to treatment in a cross-sectional analysis of people who use drugs (PWUD), stratified by race and ethnicity (non-Hispanic white, non-Hispanic Black, non-Hispanic other race, and Hispanic). Chi-square tests of independence and ANOVA tests were used to identify statistically significant differences by race and ethnicity. Results: Among 509 participants, the median age was 43, and the majority were men (64%). Non-Hispanic Black participants reported significantly less regular use of unregulated opioids, such as heroin (10%) and fentanyl (12%), as compared to non-Hispanic white participants (39% and 33%, respectively). Non-Hispanic Black participants reported significantly less experience responding to overdoses: only 39% had ever administered naloxone and 34% had ever performed rescue breathing, as compared to 67% and 57% among non-Hispanic white participants, respectively. Despite significant differences in drug use patterns, there were few differences in harm reduction practices by race and ethnicity. Current treatment enrollment was highest among those who were non-Hispanic white (38%) and lowest among those who were non-Hispanic Black (7%). Conclusions: These findings suggest that there are differences in overdose response experience and treatment exposure between non-Hispanic Black PWUD and those belonging to other racial and ethnic groups, indicating a need for enhanced investment in overdose response education, naloxone distribution and treatment access for non-Hispanic Black PWUD.
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Tracy M, Chong LS, Strully K, Gordis E, Cerdá M, Marshall BDL. A Systematic Review of Systems Science Approaches to Understand and Address Domestic and Gender-Based Violence. JOURNAL OF FAMILY VIOLENCE 2023; 38:1-17. [PMID: 37358982 PMCID: PMC10213598 DOI: 10.1007/s10896-023-00578-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Accepted: 05/16/2023] [Indexed: 06/28/2023]
Abstract
Purpose We aimed to synthesize insights from systems science approaches applied to domestic and gender-based violence. Methods We conducted a systematic review of systems science studies (systems thinking, group model-building, agent-based modeling [ABM], system dynamics [SD] modeling, social network analysis [SNA], and network analysis [NA]) applied to domestic or gender-based violence, including victimization, perpetration, prevention, and community responses. We used blinded review to identify papers meeting our inclusion criteria (i.e., peer-reviewed journal article or published book chapter that described a systems science approach to domestic or gender-based violence, broadly defined) and assessed the quality and transparency of each study. Results Our search yielded 1,841 studies, and 74 studies met our inclusion criteria (45 SNA, 12 NA, 8 ABM, and 3 SD). Although research aims varied across study types, the included studies highlighted social network influences on risks for domestic violence, clustering of risk factors and violence experiences, and potential targets for intervention. We assessed the quality of the included studies as moderate, though only a minority adhered to best practices in model development and dissemination, including stakeholder engagement and sharing of model code. Conclusions Systems science approaches for the study of domestic and gender-based violence have shed light on the complex processes that characterize domestic violence and its broader context. Future research in this area should include greater dialogue between different types of systems science approaches, consideration of peer and family influences in the same models, and expanded use of best practices, including continued engagement of community stakeholders. Supplementary Information The online version contains supplementary material available at 10.1007/s10896-023-00578-8.
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Perera PS, Miller VE, Fitch KV, Swilley-Martinez ME, Rosen DL, Brinkley-Rubinstein L, Marshall BDL, Pence BW, Kavee AL, Proescholdbell SK, Martin RA, Peiper LJ, Ranapurwala SI. Medicaid Expansion and Mortality Among Persons Who Were Formerly Incarcerated. JAMA Netw Open 2024; 7:e2429454. [PMID: 39287949 PMCID: PMC11409152 DOI: 10.1001/jamanetworkopen.2024.29454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/19/2024] Open
Abstract
Importance Since 2014, Medicaid expansion has been implemented in many states across the US, increasing health care access among vulnerable populations, including formerly incarcerated people who experience higher mortality rates than the general population. Objective To examine population-level association of Medicaid expansion with postrelease mortality from all causes, unintentional drug overdoses, opioid overdoses, polydrug overdoses, suicides, and homicides among formerly incarcerated people in Rhode Island (RI), which expanded Medicaid, compared with North Carolina (NC), which did not expand Medicaid during the study period. Design, Setting, and Participants A cohort study was conducted using incarceration release data from January 1, 2009, to December 31, 2018, linked to death records from January 1, 2009, to December 31, 2019, on individuals released from incarceration in RI and NC. Data analysis was performed from August 20, 2022, to February 15, 2024. Participants included those aged 18 years or older who were released from incarceration. Individuals who were temporarily held during ongoing judicial proceedings, died during incarceration, or not released from incarceration during the study period were excluded. Exposure Full Medicaid expansion in RI effective January 1, 2014. Main Outcomes and Measures Mortality from all causes, unintentional drug overdoses, unintentional opioid and polydrug overdoses, suicides, and homicides. Results Between 2009 and 2018, 17 824 individuals were released from RI prisons (mean [SD] age, 38.39 [10.85] years; 31 512 [89.1%] male) and 160 861 were released from NC prisons (mean [SD] age, 38.28 [10.84] years; 209 021 [87.5%] male). Compared with NC, people who were formerly incarcerated in RI experienced a sustained decrease of 72 per 100 000 person-years (95% CI, -108 to -36 per 100 000 person-years) in all-cause mortality per quarter after Medicaid expansion. Similar decreases were observed in RI in drug overdose deaths (-172 per 100 000 person-years per 6 months; 95% CI, -226 to -117 per 100 000 person-years), including opioid and polydrug overdoses, and homicide deaths (-23 per 100 000 person-years per year; 95% CI, -50 to 4 per 100 000 person-years) after Medicaid expansion. Suicide mortality did not change after Medicaid expansion. After Medicaid expansion in RI, non-Hispanic White individuals experienced 3 times greater sustained decreases in all-cause mortality than all racially minoritized individuals combined, while non-Hispanic Black individuals did not experience any substantial benefits. There was no modification by sex. Individuals aged 30 years or older experienced greater all-cause mortality reduction after Medicaid expansion than those younger than 30 years. Conclusions and Relevance Medicaid expansion in RI was associated with a decrease in all-cause, overdose, and homicide mortality among formerly incarcerated people. However, these decreases were most observed among White individuals, while racially minoritized individuals received little to no benefits in the studied outcomes.
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Napoleon SC, Park CJ, Goldman J, Li Y, Buxton JA, Macmadu A, Biello KB, Noguchi J, Marshall BDL. Correlates of fentanyl preference among people who use drugs in Rhode Island. Harm Reduct J 2024; 21:169. [PMID: 39272059 PMCID: PMC11401376 DOI: 10.1186/s12954-024-01089-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2024] [Accepted: 09/07/2024] [Indexed: 09/15/2024] Open
Abstract
BACKGROUND Fentanyl is increasingly pervasive in the unregulated drug supply and is a driver of drug overdose deaths in the United States. The aims of this study were to characterize and identify correlates of fentanyl preference among people who use drugs (PWUD) in Rhode Island (RI). METHODS Using bivariate analysis, we examined associations between fentanyl preference and sociodemographic and psychosocial characteristics at baseline among participants enrolled in the RI Prescription Drug and Illicit Drug Study from August 2020-February 2023. Fentanyl preference was operationalized based on responses to a five-point Likert scale: "I prefer using fentanyl or drugs that have fentanyl in them." Participants who responded that they "strongly disagree," "disagree," or were "neutral" with respect to this statement were classified as not preferring fentanyl, whereas participants who responded that they "agree" or "strongly agree" were classified as preferring fentanyl. RESULTS Among 506 PWUD eligible for inclusion in this analysis, 15% expressed a preference for fentanyl or drugs containing fentanyl as their drug of choice. In bivariate analyses, preference for fentanyl was positively associated with younger age, white race, lifetime history of overdose, history of injection drug use, past month enrollment in a substance use treatment program, past month treatment with medications for opioid use disorder, and preferences for heroin and crystal methamphetamine (all p < 0.05). Descriptive data yielded further insight into reasons for fentanyl preference, the predominant having to do with perceived effects of the drug and desire to avoid withdrawal symptoms. CONCLUSIONS Only a relatively small subset of study participants preferred drugs containing fentanyl. Given the increased prevalence of fentanyl contamination across substances within the unregulated drug market, the result for PWUD is increasingly less agency with respect to choice of drug; for example, people may be forced to use fentanyl due to restricted supply and the need to mitigate withdrawal symptoms, or may be using fentanyl without intending to do so. Novel and more effective interventions for PWUD, including increased access to age-appropriate harm reduction programs such as fentanyl test strips and overdose prevention centers, are needed to mitigate fentanyl-related harms.
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Rosenfield MN, Beaudoin FL, Gaither R, Hallowell BD, Daly MM, Marshall BDL, Chambers LC. Association between comorbid chronic pain or prior hospitalization for mental illness and substance use treatment among a cohort at high risk of opioid overdose. JOURNAL OF SUBSTANCE USE AND ADDICTION TREATMENT 2024; 159:209273. [PMID: 38113996 PMCID: PMC11457827 DOI: 10.1016/j.josat.2023.209273] [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: 06/23/2023] [Revised: 09/25/2023] [Accepted: 12/13/2023] [Indexed: 12/21/2023]
Abstract
INTRODUCTION Chronic pain and serious mental illness increase risk of opioid use, and opioid use can exacerbate both conditions. Substance use disorder (SUD) treatment can be lifesaving, but chronic pain and serious mental illness may make recovery challenging. We evaluated the association between current chronic pain and prior hospitalization for mental illness and 90-day SUD treatment engagement, among emergency department (ED) patients at high risk of opioid overdose. METHODS We conducted a cohort analysis of 648 ED patients enrolled in a randomized controlled trial in Rhode Island. We linked baseline study data on chronic pain and prior hospitalization for mental illness to statewide administrative data on state-licensed treatment programs (including methadone) and buprenorphine treatment via prescription. We defined treatment engagement as initiation of a state-licensed treatment program, transfer between state-licensed programs/providers, or a buprenorphine prescription (re-)fill. We used modified Poisson models to estimate the association between each baseline comorbidity and treatment engagement within 90 days following the ED visit, adjusted for a priori potential confounders. In an exploratory analysis, models were stratified by baseline treatment status. RESULTS The mean age of participants was 37 years; 439 (68 %) were male, and 446 (69 %) had been recently unhoused. Overall, 278 participants (43 %) engaged in treatment within 90 days of the ED visit. Participants with prior hospitalization for mental illness were more likely to engage in treatment than those without (adjusted risk ratio [ARR] = 1.24, 95 % confidence interval [CI] = 1.01-1.53), although this association was only among those already accessing treatment at baseline (ARR = 1.58, 95 % CI = 1.10-2.27). Chronic pain was not associated with 90-day treatment engagement overall (ARR = 1.12, 95 % CI = 0.91-1.38) or within baseline treatment subgroups. CONCLUSIONS Among ED patients at high risk of opioid overdose and accessing treatment at baseline, those with prior hospitalization for mental illness (but not chronic pain) were more likely to engage in treatment following the ED visit, which may reflect disproportionate initiation of additional treatment programs, transfer between programs/providers, or ongoing buprenorphine treatment. Touchpoints within the medical system should be leveraged to ensure that everyone, including those with serious mental illness, can access high-quality SUD treatment at the desired intensity level.
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Randomized Controlled Trial |
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243
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Macmadu A, Reddon H, Marshall BDL, Fairbairn N, Nolan S, Socías ME, Milloy MJ. Crack cocaine use frequency is associated with HIV disease severity independent of antiretroviral therapy exposure: a prospective cohort study. AIDS Behav 2022; 26:3356-3364. [PMID: 35429306 PMCID: PMC10719826 DOI: 10.1007/s10461-022-03648-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/05/2022] [Indexed: 11/01/2022]
Abstract
We sought to evaluate the effect of crack cocaine use frequency on HIV disease severity among HIV-positive people who use unregulated drugs (PWUD). We analyzed data from the ACCESS study, an open prospective cohort of HIV-positive PWUD including comprehensive HIV clinical monitoring in a setting with no-cost healthcare. Multivariable generalized linear mixed-effects models were used to estimate the independent effect of time-updated crack cocaine use frequency on HIV disease severity, adjusting for ART exposure and relevant confounders. In multivariable adjusted models, daily or greater frequency of crack cocaine use was significantly associated with higher VACS Index scores (β = 0.8, 95% confidence interval: 0.1, 1.5) as compared to none. Our finding suggests that daily or greater frequency of crack cocaine use exacerbates HIV disease severity independent of ART exposure. The observed effect may reflect an underlying biological mechanism or other factors linked with crack cocaine use; further investigation is warranted.
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research-article |
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Shihipar A, Marshall BDL. Tackling the overdose crisis through unionization: A response to Rivera & Friedman (2024). THE INTERNATIONAL JOURNAL OF DRUG POLICY 2025; 135:104659. [PMID: 39571241 DOI: 10.1016/j.drugpo.2024.104659] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2024] [Revised: 11/04/2024] [Accepted: 11/10/2024] [Indexed: 01/12/2025]
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Krebs E, Enns E, Zang X, Mah CS, Quan AM, Behrends CN, Coljin C, Goedel W, Golden M, Marshall BDL, Metsch LR, Pandya A, Shoptaw S, Sullivan P, Tookes HE, Duarte HA, Min JE, Nosyk B. Attributing health benefits to preventing HIV infections versus improving health outcomes among people living with HIV: an analysis in six US cities. AIDS 2021; 35:2169-2179. [PMID: 34148987 PMCID: PMC8490299 DOI: 10.1097/qad.0000000000002993] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Combination strategies generate health benefits through improved health outcomes among people living with HIV (PLHIV) and prevention of new infections. We aimed to determine health benefits attributable to improved health among PLHIV versus HIV prevention for a set of combination strategies in six US cities. DESIGN A dynamic HIV transmission model. METHODS Using a model calibrated for Atlanta, Baltimore, Los Angeles, Miami, New York City (NYC) and Seattle, we assessed the health benefits of city-specific optimal combinations of evidence-based interventions implemented at publicly documented levels and at ideal (90% coverage) scale-up (2020-2030 implementation, 20-year study period). We calculated the proportion of health benefit gains (measured as quality-adjusted life-years) resulting from averted and delayed HIV infections; improved health outcomes among PLHIV; and improved health outcomes due to medication for opioid use disorder (MOUD). RESULTS The HIV-specific proportion of total benefits ranged from 68.3% (95% credible interval: 55.3-80.0) in Seattle to 98.5% (97.5-99.3) in Miami, with the rest attributable to MOUD. The majority of HIV-specific health benefits in five of six cities were attributable HIV prevention, and ranged from 33.1% (26.1-41.1) in NYC to 83.1% (79.6-86.6) in Atlanta. Scaling up to ideal service levels resulted in three to seven-fold increases in additional health benefits, mostly from MOUD, with HIV-specific health gains primarily driven by HIV prevention. CONCLUSION Optimal combination strategies generated a larger proportion of health benefits attributable to HIV prevention in five of six cities, underlining the substantial benefits of antiretroviral therapy engagement for the prevention of HIV transmission through viral suppression. Understanding to whom benefits accrue may be important in assessing the equity and impact of HIV investments.
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Research Support, N.I.H., Extramural |
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Enns B, Sui Y, Guerra‐Alejos BC, Humphrey L, Piske M, Zang X, Doblecki‐Lewis S, Feaster DJ, Frye VA, Geng EH, Liu AY, Marshall BDL, Rhodes SD, Sullivan PS, Nosyk B. Estimating the potential value of MSM-focused evidence-based implementation interventions in three Ending the HIV Epidemic jurisdictions in the United States: a model-based analysis. J Int AIDS Soc 2024; 27 Suppl 1:e26265. [PMID: 38965982 PMCID: PMC11224592 DOI: 10.1002/jia2.26265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Accepted: 04/23/2024] [Indexed: 07/06/2024] Open
Abstract
INTRODUCTION Improving the delivery of existing evidence-based interventions to prevent and diagnose HIV is key to Ending the HIV Epidemic in the United States. Structural barriers in the access and delivery of related health services require municipal or state-level policy changes; however, suboptimal implementation can be addressed directly through interventions designed to improve the reach, effectiveness, adoption or maintenance of available interventions. Our objective was to estimate the cost-effectiveness and potential epidemiological impact of six real-world implementation interventions designed to address these barriers and increase the scale of delivery of interventions for HIV testing and pre-exposure prophylaxis (PrEP) in three US metropolitan areas. METHODS We used a dynamic HIV transmission model calibrated to replicate HIV microepidemics in Atlanta, Los Angeles (LA) and Miami. We identified six implementation interventions designed to improve HIV testing uptake ("Academic detailing for HIV testing," "CyBER/testing," "All About Me") and PrEP uptake/persistence ("Project SLIP," "PrEPmate," "PrEP patient navigation"). Our comparator scenario reflected a scale-up of interventions with no additional efforts to mitigate implementation and structural barriers. We accounted for potential heterogeneity in population-level effectiveness across jurisdictions. We sustained implementation interventions over a 10-year period and evaluated HIV acquisitions averted, costs, quality-adjusted life years and incremental cost-effectiveness ratios over a 20-year time horizon (2023-2042). RESULTS Across jurisdictions, implementation interventions to improve the scale of HIV testing were most cost-effective in Atlanta and LA (CyBER/testing cost-saving and All About Me cost-effective), while interventions for PrEP were most cost-effective in Miami (two of three were cost-saving). We estimated that the most impactful HIV testing intervention, CyBER/testing, was projected to avert 111 (95% credible interval: 110-111), 230 (228-233) and 101 (101-103) acquisitions over 20 years in Atlanta, LA and Miami, respectively. The most impactful implementation intervention to improve PrEP engagement, PrEPmate, averted an estimated 936 (929-943), 860 (853-867) and 2152 (2127-2178) acquisitions over 20 years, in Atlanta, LA and Miami, respectively. CONCLUSIONS Our results highlight the potential impact of interventions to enhance the implementation of existing evidence-based interventions for the prevention and diagnosis of HIV.
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Weiss NH, Forkus SR, Raudales AM, Kiefer R, Thomas ED, Goldstein SC, Lin N, Samuels EA, Marshall BDL, Jacka BP. Emotion Dysregulation as a Risk Factor for Posttraumatic Stress Disorder Stemming from Opioid Overdose Responding Among Community Laypeople. Int J Ment Health Addict 2024; 22:3510-3519. [PMID: 39897538 PMCID: PMC11784992 DOI: 10.1007/s11469-023-01063-5] [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: 04/24/2023] [Indexed: 02/04/2025] Open
Abstract
Objective Efforts to prevent opioid overdose mortality have rapidly expanded, including community-based distribution of naloxone to laypeople. In turn, responding to the opioid overdose crisis has increasingly fallen on the shoulders of community laypeople. Yet, little attention has been given to studying the mental health consequences of responding to an opioid overdose for community laypeople. This study examined emotion dysregulation as a risk factor for posttraumatic stress disorder (PTSD) stemming from opioid overdose responding among community laypeople. Methods Participants were 80 community laypeople who had responded to an opioid overdose (M age = 39.10, 59.5% women, 86.3% white). Results Elevated emotion dysregulation was found in community laypeople with versus without PTSD stemming from opioid overdose responding. Limited access to effective emotion regulation strategies was uniquely associated with PTSD stemming from opioid overdose responding. Conclusions Opioid overdose trainings may benefit from the addition of trauma first aid to bolster emotion regulation skills.
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research-article |
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Chambers LC, Welwean RA, Cho DK, Langdon KJ, Li Y, Hallowell BD, Daly MM, Marshall BDL, Beaudoin FL. Recovery Capital and Subsequent Overdose Risk and Addiction Treatment Engagement Among Emergency Department Patients at High Risk of Opioid Overdose. Subst Use Misuse 2024; 60:381-392. [PMID: 39618048 PMCID: PMC11769765 DOI: 10.1080/10826084.2024.2434003] [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: 01/27/2025]
Abstract
BACKGROUND Emergency department (ED) visits are an opportunity to provide prevention services to people at high risk of overdose. Considering patients' resources to initiate and sustain recovery ("recovery capital") may be useful for tailoring ED services, although its relevance in this population is unknown. METHODS This secondary analysis used data from ED patients at high risk of opioid overdose enrolled in a randomized controlled trial in Rhode Island (2018-2021). We assessed baseline recovery capital using the Brief Assessment of Recovery Capital (BARC-10), dichotomized as a total score <47 versus ≥47. Post-discharge addiction treatment engagement within 30 days and non-fatal opioid overdose and fatal overdose within 18 months were assessed using statewide administrative data. We used modified Poisson regression and Cox proportional hazards models to estimate the association between recovery capital and (1) treatment engagement and (2) overdose risk, respectively, adjusting for potential confounders. RESULTS Among 543 participants, 32.2% had a baseline BARC-10 total score of ≥47, 32.6% engaged in treatment within 30 days, and 25.6% had a non-fatal opioid overdose and 4.2% had a fatal overdose within 18 months. BARC-10 total score was not associated with treatment engagement within 30 days (adjusted relative risk = 0.79, 95% confidence interval [CI] = 0.60-1.05) or non-fatal opioid overdose (adjusted hazard ratio [aHR] = 0.83, 95%CI = 0.57-1.20) or fatal overdose (aHR = 0.45, 95%CI = 0.14-1.40) within 18 months. CONCLUSION The majority of ED patients at high risk of opioid overdose had a BARC-10 total score of <47, suggesting low recovery capital. BARC-10 total score was not associated with post-discharge treatment engagement or overdose risk.
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Randomized Controlled Trial |
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Behrends CN, Trinidad AJ, Nolan ML, Dolatshahi J, Kingsepp A, Jordan AE, Welch AE, Harocopos A, Shaw LC, Green TC, Marshall BDL, Schackman BR. Expanded Naloxone Distribution by Opioid Overdose Prevention Programs to High-Need Populations and Neighborhoods in New York City. J Urban Health 2025:10.1007/s11524-024-00951-y. [PMID: 39820975 DOI: 10.1007/s11524-024-00951-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/02/2024] [Indexed: 01/19/2025]
Abstract
From 2014 to 2017, the drug overdose death rate per 100,000 in New York City (NYC) increased by 81%, with 57% of overdoses in 2017 involving the opioid fentanyl. In response, overdose education and naloxone dispensing (OEND) efforts were expanded in NYC, informed by neighborhood-level and population-level opioid overdose fatality rates. We describe the demographic and geographical distribution of naloxone by NYC opioid overdose prevention programs (OOPPs; the primary distributor of naloxone to laypersons in NYC) as OEND was expanded in NYC. We developed and examined a measure of high-need naloxone distribution defined by OEND in a high-priority neighborhood, to a high-need population, or from a high-priority OOPP (i.e., syringe services programs, criminal legal-related programs, programs for unhoused people, substance use disorder treatment programs, etc.). We reported recipient-level naloxone dispensing data by OOPP type from April 2018 to March 2019 using descriptive statistics and age-adjusted population rates. We conducted univariable logistic regression analyses to identify predictors of naloxone receipt by race/ethnicity. Of the 69,333 naloxone recipients, 97.3% met our definition for high-need naloxone dispensing, with 55.8% residing in one of 13 high-priority neighborhoods. Naloxone receipt by race/ethnicity varied by OOPP type. Program goals to expand naloxone distribution to high-need populations were met. We observed racial/ethnic differences in receipt of naloxone by program type, which supports using a variety of OOPP program types to reach racially diverse populations.
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