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Sweileh WM. Research landscape analysis on dual diagnosis of substance use and mental health disorders: key contributors, research hotspots, and emerging research topics. Ann Gen Psychiatry 2024; 23:32. [PMID: 39215276 PMCID: PMC11365254 DOI: 10.1186/s12991-024-00517-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Accepted: 08/21/2024] [Indexed: 09/04/2024] Open
Abstract
BACKGROUND Substance use disorders (SUDs) and mental health disorders (MHDs) are significant public health challenges with far-reaching consequences on individuals and society. Dual diagnosis, the coexistence of SUDs and MHDs, poses unique complexities and impacts treatment outcomes. A research landscape analysis was conducted to explore the growth, active countries, and active journals in this field, identify research hotspots, and emerging research topics. METHOD A systematic research landscape analysis was conducted using Scopus to retrieve articles on dual diagnosis of SUDs and MHDs. Inclusion and exclusion criteria were applied to focus on research articles published in English up to December 2022. Data were processed and mapped using VOSviewer to visualize research trends. RESULTS A total of 935 research articles were found. The number of research articles on has been increasing steadily since the mid-1990s, with a peak of publications between 2003 and 2012, followed by a fluctuating steady state from 2013 to 2022. The United States contributed the most articles (62.5%), followed by Canada (9.4%). The Journal of Dual Diagnosis, Journal of Substance Abuse Treatment, and Mental Health and Substance Use Dual Diagnosis were the top active journals in the field. Key research hotspots include the comorbidity of SUDs and MHDs, treatment interventions, quality of life and functioning, epidemiology, and the implications of comorbidity. Emerging research topics include neurobiological and psychosocial aspects, environmental and sociocultural factors, innovative interventions, special populations, and public health implications. CONCLUSIONS The research landscape analysis provides valuable insights into dual diagnosis research trends, active countries, journals, and emerging topics. Integrated approaches, evidence-based interventions, and targeted policies are crucial for addressing the complex interplay between substance use and mental health disorders and improving patient outcomes.
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Affiliation(s)
- Waleed M Sweileh
- Department of Physiology and Pharmacology/Toxicology, Division of Biomedical Sciences, College of Medicine and Health Sciences, An-Najah National University, Nablus, Palestine.
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Lazic A, Tilford JM, Davis VP, Brown CC. Association of copayments with healthcare utilization and expenditures among Medicaid enrollees with a substance use disorder. JOURNAL OF SUBSTANCE USE AND ADDICTION TREATMENT 2024; 161:209314. [PMID: 38369244 PMCID: PMC11090739 DOI: 10.1016/j.josat.2024.209314] [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: 08/22/2023] [Revised: 01/04/2024] [Accepted: 02/11/2024] [Indexed: 02/20/2024]
Abstract
BACKGROUND The purpose of this study was to examine the association between copayments and healthcare utilization and expenditures among Medicaid enrollees with substance use disorders. METHODS This study used claims data (2020-2021) from a private insurer participating in Arkansas's Medicaid expansion. We compared service utilization and expenditures for enrollees in different Medicaid program structures with varying copayments. Enrollees with incomes above 100 % FPL (N = 10,240) had copayments for substance use treatment services while enrollees below 100 % FPL (N = 2478) did not. Demographic, diagnostic, utilization, and cost information came from claims and enrollment information. The study identified substance use and clinical comorbidities using claims from July through December 2020 and evaluated utilization and costs in 2021. Generalized linear models (GLM) estimated outcomes using single equation and two-part modeling. A gamma distribution and log link were used to model expenditures, and negative binomial models were used to model utilization. A falsification test comparing behavioral health telemedicine utilization, which had no cost sharing in either group, assessed whether differences in the groups may be responsible for observed findings. RESULTS Substance use enrollees with copayments were less likely to have a substance use or behavioral health outpatient (-0.04 PP adjusted; p = 0.001) or inpatient visit (-0.04 PP; p = 0.001) relative to their counterparts without copayments, equal to a 17 % reduction in substance use or behavioral health outpatient services and a nearly 50 % reduction in inpatient visits. The reduced utilization among enrollees with a copayment was associated with a significant reduction in total expenses ($954; p = 0.001) and expenses related to substance use or behavioral health services ($532; p = 0.001). For enrollees with at least one behavioral health visit, there were no differences in outpatient or inpatient utilization or expenditures between enrollees with and without copayments. Copayments had no association with non-behavioral health or telemedicine services where neither group had cost sharing. CONCLUSION Copayments serve as an initial barrier to substance use treatment, but are not associated with the amount of healthcare utilization conditional on using services. Policy makers and insurers should consider the role of copayments for treatment services among enrollees with substance use disorders in Medicaid programs.
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Affiliation(s)
- Antonije Lazic
- Fay W. Boozman College of Public Health, Department of Health Policy and Management, University of Arkansas for Medical Science, Little Rock, AR 72205, USA
| | - J Mick Tilford
- Fay W. Boozman College of Public Health, Department of Health Policy and Management, University of Arkansas for Medical Science, Little Rock, AR 72205, USA
| | - Victor P Davis
- Actuarial Services & Enterprise Underwriting, Arkansas Blue Cross Blue Shield, Little Rock, AR 72201, USA
| | - Clare C Brown
- Fay W. Boozman College of Public Health, Department of Health Policy and Management, University of Arkansas for Medical Science, Little Rock, AR 72205, USA.
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Cook RM, Sackett CR, Wind SA. The Development of the Client Meaningful Experiences Scale. MEASUREMENT AND EVALUATION IN COUNSELING AND DEVELOPMENT 2022. [DOI: 10.1080/07481756.2022.2148110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
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Archibald ME, Behrman P, Yakoby J. Racial-ethnic disparities across substance use disorder treatment settings: Sources of treatment insurance, socioeconomic correlates and clinical features. J Ethn Subst Abuse 2022:1-25. [PMID: 36208872 DOI: 10.1080/15332640.2022.2129537] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/10/2022]
Abstract
Aim: Contrary to expectations, studies of racial-ethnic disparities in substance use disorder (SUD) treatment frequently uncover minority-majority parity in access and utilization of services. What accounts for the anomaly? To answer the question, this study explores racial-ethnic differences in the odds of utilization of SUD treatment in varied settings (e.g., the criminal justice system, private doctor's office, etc.), adjusting for sources of treatment insurance, socioeconomic correlates of treatment (e.g., employment, income, education), as well as clients' clinical features (e.g., type of substance abuse/dependence, co-morbidities, health status). Methods: Data were compiled from the National Survey of Drug Use and Health (NSDUH) dataset, 2002-2014. The sample consisted of respondents with a past year diagnosis of a substance use disorder, who also reported having received treatment (n = 6,207). Data were pooled to maximize subgroup analyses. Weight- and design- adjusted logistic regressions were use to analyze factors predicting SUD treatment source. Results: Blacks were more likely than Whites to receive treatment through the criminal justice system and Whites more likely than Blacks and Latinx to receive treatment at a doctor's office. Blacks were also more likely than Whites to receive treatment through inpatient/outpatient rehabilitation, before adjustments but not afterwards. Discussion: In this study we show that even after adjusting for mechanisms expected to shape pathways from race-ethnicity to SUD treatment sites, significant racial-ethnic disparities persist. This fills an important gap in the literature in that disparities research has not explicitly modeled racial-ethnic variation across the full range of SUD treatment sites.
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Stritzel H. State-level changes in health insurance coverage and parental substance use-associated foster care entry. Soc Sci Med 2022; 305:115042. [PMID: 35649299 PMCID: PMC10168186 DOI: 10.1016/j.socscimed.2022.115042] [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: 02/10/2022] [Revised: 05/09/2022] [Accepted: 05/13/2022] [Indexed: 11/24/2022]
Abstract
For many families whose children are placed in foster care, initial contact with the child welfare system occurs due to interactions with the healthcare system, particularly in the context of the opioid epidemic and increased attention to prenatal drug exposure. In the last decade, many previously uninsured families have gained Medicaid health coverage, which has implications for their access to healthcare services and visibility to mandatory reporters. Using administrative foster care case data from the Adoption and Foster Care Analysis and Reporting System Foster Care Files and health insurance data from the American Community Survey, this study analyzes the associations between state-level health insurance coverage and rates of foster care entry due to parental substance use between 2009 and 2019. State-level fixed effects models revealed that public, but not private, health insurance rates were positively associated with rates of foster care entry due to parental substance use. These results support the hypothesis that health insurance coverage may promote greater contact with mandatory reporters among low-income parents with substance use disorders. Furthermore, this study illustrates how healthcare policy may have unintended consequences for the child welfare system.
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Olfson M, Mauro C, Wall MM, Choi CJ, Barry CL, Mojtabai R. Healthcare coverage and service access for low-income adults with substance use disorders. J Subst Abuse Treat 2022; 137:108710. [PMID: 34998642 PMCID: PMC9086121 DOI: 10.1016/j.jsat.2021.108710] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Revised: 12/03/2021] [Accepted: 12/07/2021] [Indexed: 12/31/2022]
Abstract
INTRODUCTION Although health coverage facilitates service access to adults in the general population, uncertainty exists over the extent to which this relationship extends to low-income adults with substance use disorders. METHODS The health status and service use patterns of low-income adults with substance use disorders who had continuous, discontinuous, and no past year health coverage were compared using data from the 2015-2019 National Survey on Drug Use and Health (NSDUH). The NSDUH is a nationally representative survey of the civilian non-institutionalized population. RESULTS In the weighted sample (unweighted n = 9243), approximately 65.66% of low-income adults with substance use disorders had continuous coverage, 17.03% had discontinuous coverage, and 17.31% had no insurance coverage during the past year. Although few group differences were observed in self-reported health status, the uninsured group compared to the discontinously and continuously covered groups, respectively, was less likely to report a past year substance use treatment visit (11.03% vs. 14.83% vs. 15.61%), an outpatient care visit (53.39% vs. 71.27% vs. 79.04%), an emergency department visit (33.33% vs. 45.76% vs. 45.57%), or an inpatient admission (9.24% vs. 15.11% vs. 15.58%). CONCLUSIONS Although the cross sectional design limits causal inferences, the correlations between lacking health insurance and low rates of substance use treatment and healthcare use raise the possibility that increasing healthcare coverage might increase access to substance use treatment and other needed healthcare services for low-income adults with substance use disorders.
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Affiliation(s)
- Mark Olfson
- Department of Psychiatry, Vagelos College of Physicians and Surgeons, Columbia University, New York, NY, United States of America; Mailman School of Public Health, Columbia University, New York, NY, United States of America.
| | - Christine Mauro
- Mailman School of Public Health, Columbia University, New York, NY, United States of America
| | - Melanie M Wall
- Department of Psychiatry, Vagelos College of Physicians and Surgeons, Columbia University, New York, NY, United States of America; Mailman School of Public Health, Columbia University, New York, NY, United States of America; Division of Mental Health Data Science, New York State Psychiatric Institute, New York, NY, United States of America
| | - C Jean Choi
- Division of Mental Health Data Science, New York State Psychiatric Institute, New York, NY, United States of America
| | | | - Ramin Mojtabai
- Department of Health Policy and Management, Department of Mental Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, United States of America; Department of Mental Health, Bloomberg School of Public Health, Department of Psychiatry, Johns Hopkins University, Baltimore, MD, United States of America
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Trangenstein PJ, Mulia N, Lui CK, Karriker-Jaffe KJ, Greenfield TK, Jones-Webb R. Support for Alcohol Policies in Marginalized Populations. Alcohol Alcohol 2021; 56:500-509. [PMID: 33341875 PMCID: PMC8243274 DOI: 10.1093/alcalc/agaa130] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2019] [Revised: 11/03/2020] [Accepted: 11/04/2020] [Indexed: 11/14/2022] Open
Abstract
AIM Kingdon [(2014) Agendas, Alternatives, and Public Policies. Essex. United Kingdom: Pearson Education Limited] argues that windows of opportunity to pass policies emerge when problems, solutions and policy support co-occur. This study aims to identify a set of alcohol policies with the potential to reduce alcohol-related disparities given high levels of support from marginalized groups, such as racial/ethnic minorities and lower-income groups. METHODS This study used data from five US National Alcohol Surveys, which were based on household probability samples of adults in 1995 (n = 4243), 2000 (n = 5736), 2005 (n = 1445), 2010 (n = 4164) and 2015 (n = 4041). We used multiple logistic regression to determine the odds of policy support by racial/ethnic group and income level, considering price, place and marketing policies as well as individual-level interventions. RESULTS Overall a majority of Americans supported banning alcohol sales in corner stores (59.4%), banning alcohol advertisements on television (55.5%), and establishing universal health coverage for alcohol treatment (80.0%). Support was particularly high among Blacks, Hispanics/Latinos and lower-income persons. Multivariate models showed that compared with White people, foreign-born Hispanics/Latinos had the most robust levels of support, including raising alcohol taxes (aOR = 2.40, 95% CI: 2.00, 2.88, P < 0.0001), banning alcohol sales in corner stores (aOR = 2.85, 95% CI: 2.22, 3.65, P < 0.0001) and reducing retail sales hours (aOR = 2.91, 95% CI: 2.38, 3.55, P < 0.0001). CONCLUSION Of the policies examined, banning alcohol sales at corner stores is most likely to be in a "window of opportunity" for reducing alcohol-related disparities. By simultaneously reducing population-level consumption and harms from others' drinking, place-based policies have the potential to reduce harms experienced by marginalized groups.
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Affiliation(s)
- Pamela J Trangenstein
- University of North Carolina at Chapel Hill, Department of Health Behavior, 135 Dauer Drive, Chapel Hill, NC 27599, USA
| | - Nina Mulia
- Alcohol Research Group, Public Health Institute, 6001 Shellmound St., Suite 450, Emeryville, CA 94608, USA
| | - Camillia K Lui
- Alcohol Research Group, Public Health Institute, 6001 Shellmound St., Suite 450, Emeryville, CA 94608, USA
| | - Katherine J Karriker-Jaffe
- Alcohol Research Group, Public Health Institute, 6001 Shellmound St., Suite 450, Emeryville, CA 94608, USA
| | - Thomas K Greenfield
- Alcohol Research Group, Public Health Institute, 6001 Shellmound St., Suite 450, Emeryville, CA 94608, USA
| | - Rhonda Jones-Webb
- University of Minnesota, Division of Epidemiology and Community Health, 300 West Bank Office Building, Minneapolis, MN 55454, USA
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Tambling RR, D’Aniello C, Russell BS. Health Insurance Literacy among Caregivers of Substance Using Young Adults. ALCOHOLISM TREATMENT QUARTERLY 2021. [DOI: 10.1080/07347324.2021.1927926] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Affiliation(s)
- Rachel R. Tambling
- Department of Human Development and Family Sciences, University of Connecticut, Storrs, Connecticut, USA
| | - Carissa D’Aniello
- Department of Community, Family, and Addiction Sciences, Texas Tech University, Lubbock, Texas, USA
| | - Beth S. Russell
- Department of Human Development and Family Sciences, University of Connecticut, Storrs, Connecticut, USA
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Tambling RR, Russell B, D'Aniello C. Where is the Family in Young Adult Substance Use Treatment? The Case for Systemic Family Therapy for Young Adults with Substance Use Disorders. Int J Ment Health Addict 2021; 20:1659-1670. [PMID: 33424512 PMCID: PMC7781401 DOI: 10.1007/s11469-020-00471-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/15/2020] [Indexed: 01/31/2023] Open
Abstract
Despite the prevalence of SUDs, many individuals remain untreated (Grant et al., JAMA Psychiatry, 73(1), 39-45, 2016). Substance use disorders (SUDs) in young adults present unique challenges and stressors to parents of these individuals (D’Aniello et al., American Journal of Family Therapy, 2020; Kaur et al., International Journal of Community Medicine and Public Health, 5(6), 2380-2383, 2018; Shumway et al., Alcoholism Treatment Quarterly, 37(1), 75-98, 2019). Parents and caregivers often facilitate their children’s care and provide pragmatic and emotional support to their children; this high level of care is challenging to maintain, as with any chronic, relapsing condition. In the case of SUDs, the challenges caregivers face may be exacerbated by the stigma and the blame associated with parents in the development and maintenance of children’s SUDs, and the strains that come with navigating barriers related to accessing treatment in the USA. Estimates suggest that healthcare spending for substance use treatment is relatively low and few utilize therapeutic family treatment. This disconnect between widespread SUD prevalence, and service underutilization, indicates that families who need treatment are not accessing it. The present paper synthesizes the extant literature on the role of family members in SUD treatment, as families are a primary context of care for their children’s treatment across many chronic, relapsing conditions. Finally, we identify the utility of family therapy in addressing family member’s unique needs related to their loved one with a SUD, in the family and in a treatment context.
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Affiliation(s)
- Rachel R Tambling
- Department of Human Development and Family Sciences, University of Connecticut, 348 Mansfield Rd., U-1058, Storrs, CT 06269-1058 USA
| | - Beth Russell
- Department of Human Development and Family Sciences, University of Connecticut, 348 Mansfield Rd., U-1058, Storrs, CT 06269-1058 USA
| | - Carissa D'Aniello
- Community, Family, and Addiction Services, Texas Tech University, 2500 Broadway, Lubbock, TX 79409 USA
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Pinedo M. A current re-examination of racial/ethnic disparities in the use of substance abuse treatment: Do disparities persist? Drug Alcohol Depend 2019; 202:162-167. [PMID: 31352305 PMCID: PMC10676029 DOI: 10.1016/j.drugalcdep.2019.05.017] [Citation(s) in RCA: 69] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/03/2019] [Revised: 05/10/2019] [Accepted: 05/14/2019] [Indexed: 11/21/2022]
Abstract
OBJECTIVE Racial/ethnic disparities in the use of substance abuse treatment services have been documented. The objective of this study was to re-examine if racial/ethnic disparities in the use of treatment still exist using current data collected post-implementation of the Affordable Care Act. METHODS Data were pooled from the National Survey on Drug Use and Health survey years 2015, 2016, and 2017. Analyses were limited to adult White, Black, and Latino participants who met DSM-IV criteria for a past-year substance use disorder (n = 12,070). Hierarchical multivariate logistic regression models examined the role of race/ethnicity on past-year use of (1) any substance abuse treatment services and (2) specialty treatment. Important covariates included socio-demographics, problem severity, and perceived treatment need. A sub-analysis was also conducted that was limited to participants who reported having health insurance to explore the role of insurance status on treatment utilization by race/ethnicity. RESULTS Findings showed that Latinos and Blacks significantly underutilized specialty treatment relative to Whites. These relationships were statistically significant after controlling for socio-demographic characteristics, problem severity, and perceived treatment need. However, when analyses were limited to only those with health insurance, Black-White disparities became non-significant, while Latino-White disparities persisted. CONCLUSIONS Findings highlight that Black-White and Latino-White disparities in the use of substance abuse treatment still persist. However, Black-White disparities may be limited to only those who are uninsured. Public health implications are discussed.
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Affiliation(s)
- Miguel Pinedo
- Department of Kinesiology and Health Education, College of Education, University of Texas, Austin, 2109 San Jacinto Blvd., Stop D3700, Austin, TX 78712, USA.
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Knudsen HK, Lofwall MR, Walsh SL, Havens JR. Impact of health reform on health insurance status among persons who use opioids in eastern Kentucky: A prospective cohort analysis. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2019; 70:8-14. [PMID: 31054372 DOI: 10.1016/j.drugpo.2019.04.008] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2019] [Revised: 04/18/2019] [Accepted: 04/24/2019] [Indexed: 11/28/2022]
Abstract
BACKGROUND Health insurance improves health and reduces mortality. Expanding insurance is a central feature of the Affordable Care Act (ACA). Persons who use drugs (PWUDs) have historically been at high risk of being uninsured. It is unknown if Appalachian PWUDs, who live in an extremely economically distressed region, are more likely to be insured since implementation of the ACA. METHODS Data from a cohort of 503 PWUDs from eastern Appalachian Kentucky, who were interviewed at seven time-points between 2008 and 2017, were analysed using mixed effects regression models. RESULTS At baseline, only 33.8% of participants were insured, which increased to 87.3% of the cohort at the last follow-up interview. The final multivariate model, which included baseline characteristics and interactions by time, indicated there were significant baseline differences in insurance status by gender, age, education, income, and history of injection. Differences in the predictive margin probabilities of being insured across these groups had dissipated by the final follow-up interview. CONCLUSIONS After Kentucky's implementation of the ACA, this cohort of Appalachian PWUDs made substantial gains in obtaining insurance that far exceeded the increases reported in national studies.
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Affiliation(s)
- Hannah K Knudsen
- Department of Behavioral Science and Center on Drug and Alcohol Research, University of Kentucky, 845 Angliana Avenue, Room 204, Lexington, KY, 40508, USA.
| | - Michelle R Lofwall
- Department of Behavioral Science and Center on Drug and Alcohol Research, University of Kentucky, 845 Angliana Avenue, Room 203, Lexington, KY, 40508, USA.
| | - Sharon L Walsh
- Department of Behavioral Science and Center on Drug and Alcohol Research, University of Kentucky, 845 Angliana Avenue, Room 202, Lexington, KY, 40508, USA.
| | - Jennifer R Havens
- Department of Behavioral Science and Center on Drug and Alcohol Research, University of Kentucky, 845 Angliana Avenue, Room 201, Lexington, KY, 40508, USA.
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Lorvick J, Browne EN, Lambdin BH, Comfort M. Polydrug use patterns, risk behavior and unmet healthcare need in a community-based sample of women who use cocaine, heroin or methamphetamine. Addict Behav 2018; 85:94-99. [PMID: 29883856 DOI: 10.1016/j.addbeh.2018.05.013] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2018] [Revised: 04/05/2018] [Accepted: 05/17/2018] [Indexed: 12/13/2022]
Abstract
BACKGROUND The use of multiple illicit drugs (polydrug use) is associated with health-related harms and elevated risk of drug overdose. Polydrug use in common among women who use 'hard' drugs, such as cocaine, heroin or methamphetamine. METHODS Quantitative data collection was conducted with a community-recruited sample of 624 women who used heroin, methamphetamine or cocaine in Oakland, CA during 2014-2015. We conducted latent class analysis to classify polydrug use patterns. We assessed associations between classes of polydrug use and infectious disease risk behaviors, health care utilization and unmet health care need. RESULTS We identified four distinct classes of drug use: (1) predominantly crack (52% of women); (2) powder cocaine & non-heroin opioids (8%); (3) moderate polydrug use (25%); (4) heavy polydrug use (15%). Odds of sexual risk, injection drug use and unmet healthcare need were twice as high in the heavy polydrug use class as the predominantly crack class (p > 0.01 for each outcome). The rate of binge drinking (as days per month) was also significantly higher in the heavy polydrug class (p = 0.01). The moderate polydrug use class had higher odds of injection drug use and drug treatment participation, compared to the mainly crack class (p < 0.001 for each outcome). There were no differences between classes in health insurance or health care utilization. DISCUSSION Reduction of polydrug use could be an effective harm reduction strategy to address sexual and injection risk among women. The use of both opioids and stimulants in three of the four classes suggests that multi-modal substance abuse treatment approaches may be most appropriate.
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Affiliation(s)
- Jennifer Lorvick
- RTI International, Behavioral and Urban Health Program, United States.
| | - Erica N Browne
- RTI International, Women's Global Health Imperative, United States
| | - Barrot H Lambdin
- RTI International, Behavioral and Urban Health Program, United States; University of Washington, United States
| | - Megan Comfort
- RTI International, Behavioral and Urban Health Program, United States; University of California, San Francisco, United States
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Wang N, Xie X. The impact of race, income, drug abuse and dependence on health insurance coverage among US adults. THE EUROPEAN JOURNAL OF HEALTH ECONOMICS : HEPAC : HEALTH ECONOMICS IN PREVENTION AND CARE 2017; 18:537-546. [PMID: 27146163 DOI: 10.1007/s10198-016-0802-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2015] [Accepted: 04/19/2016] [Indexed: 06/05/2023]
Abstract
Little is known about the impact of drug abuse/dependence on health insurance coverage, especially by race groups and income levels. In this study, we examine the disparities in health insurance predictors and investigate the impact of drug use (alcohol abuse/dependence, nicotine dependence, and illicit drug abuse/dependence) on lack of insurance across different race and income groups. To perform the analysis, we used insurance data (8057 uninsured and 28,590 insured individual adults) from the National Surveys on Drug Use and Health (NSDUH 2011). To analyze the likelihood of being uninsured we performed weighted binomial logistic regression analyses. The results show that the overall prevalence of lacking insurance was 19.6 %. However, race differences in lack of insurance exist, especially for Hispanics who observe the highest probability of being uninsured (38.5 %). Furthermore, we observe that the lowest income level bracket (annual income <$20,000) is associated with the highest likelihood of being uninsured (37.3 %). As the result of this investigation, we observed the following relationship between drug use and lack of insurance: alcohol abuse/dependence and nicotine dependence tend to increase the risk of lack of insurance for African Americans and whites, respectively; illicit drug use increases such risk for whites; alcohol abuse/dependence increases the likelihood of lack of insurance for the group with incomes $20,000-$49,999, whereas nicotine dependence is associated with higher probability of lack of insurance for most income groups. These findings provide some useful insights for policy makers in making decisions regarding unmet health insurance coverage.
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Affiliation(s)
- Nianyang Wang
- College of Arts and Sciences, Emory University, Atlanta, GA, 30322, USA
| | - Xin Xie
- Department of Economics and Finance, College of Business and Technology, East Tennessee State University, 227 Sam Wilson Hall, PO Box 70686, Johnson City, TN, 37614, USA.
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Ali MM, Teich J, Woodward A, Han B. The Implications of the Affordable Care Act for Behavioral Health Services Utilization. ADMINISTRATION AND POLICY IN MENTAL HEALTH AND MENTAL HEALTH SERVICES RESEARCH 2017; 43:11-22. [PMID: 25408457 DOI: 10.1007/s10488-014-0615-8] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
This analysis estimates the number of currently uninsured adults who may gain coverage and access behavioral health (BH) services under the ACA. Data on BH status, socio-demographic characteristics, insurance coverage, and services utilization were drawn from the 2008-2012 National Survey on Drug Use and Health. Multivariate logistic regression modeling was used to estimate changes in services utilization under the ACA. Estimates indicate that 2.8 million adults may receive BH treatment through Medicaid expansions, and 3.1 million through participation in health insurance exchanges. This represents a 40% increase in BH services utilization, primarily for mental health services.
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Affiliation(s)
- Mir M Ali
- Analysis & Services Research Branch, Substance Abuse & Mental Health Services Administration, 1 Choke Cherry Road, Rockville, MD, 20857, USA.
| | - Judith Teich
- Analysis & Services Research Branch, Substance Abuse & Mental Health Services Administration, 1 Choke Cherry Road, Rockville, MD, 20857, USA
| | - Albert Woodward
- Analysis & Services Research Branch, Substance Abuse & Mental Health Services Administration, 1 Choke Cherry Road, Rockville, MD, 20857, USA
| | - Beth Han
- Population Surveys Branch, Substance Abuse & Mental Health Services Administration, Rockville, USA
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Stuart EA, Barry CL, Donohue JM, Greenfield SF, Duckworth K, Song Z, Kouri EM, Ebnesajjad C, Mechanic R, Chernew ME, Huskamp HA. Effects of accountable care and payment reform on substance use disorder treatment: evidence from the initial 3 years of the alternative quality contract. Addiction 2017; 112:124-133. [PMID: 27517740 PMCID: PMC5148657 DOI: 10.1111/add.13555] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2016] [Revised: 06/01/2016] [Accepted: 08/11/2016] [Indexed: 11/27/2022]
Abstract
BACKGROUND AND AIMS Global payment and accountable care reform efforts in the United States may connect more individuals with substance use disorders (SUD) to treatment. We tested whether such changes instituted under an Alternative Quality Contract (AQC) model within the Blue Cross Blue Shield of Massachusetts' (BCBSMA) insurer increased care for individuals with SUD. DESIGN Difference-in-differences design comparing enrollees in AQC organizations with a comparison group of enrollees in organizations not participating in the AQC. SETTING Massachusetts, USA. PARTICIPANTS BCBSMA enrollees aged 13-64 years from 2006 to 2011 (3 years prior to and after implementation) representing 1 333 534 enrollees and 42 801 SUD service users. MEASUREMENTS Outcomes were SUD service use and spending and SUD performance metrics. Primary exposures were enrollment into an AQC provider organization and whether the AQC organization did or did not face risk for behavioral health costs. FINDINGS Enrollees in AQC organizations facing behavioral health risk experienced no change in the probability of using SUD services (1.64 versus 1.66%; P = 0.63), SUD spending ($2807 versus $2700; P = 0.34) or total spending ($12 631 versus $12 849; P = 0.53), or SUD performance metrics (identification: 1.73 versus 1.76%, P = 0.57; initiation: 27.86 versus 27.02%, P = 0.50; engagement: 11.19 versus 10.97%, P = 0.79). Enrollees in AQC organizations not at risk for behavioral health spending experienced a small increase in the probability of using SUD services (1.83 versus 1.66%; P = 0.003) and the identification performance metric (1.92 versus 1.76%; P = 0.007) and a reduction in SUD medication use (11.84 versus 14.03%; P = 0.03) and the initiation performance metric (23.76 versus 27.02%; P = 0.005). CONCLUSIONS A global payment and accountable care model introduced in Massachusetts, USA (in which a health insurer provided care providers with fixed prepayments to cover most or all of their patients' care during a specified time-period, incentivizing providers to keep their patients healthy and reduce costs) did not lead to sizable changes in substance use disorder service use during the first 3 years following its implementation.
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Cummings JR, Wen H, Ritvo A, Druss BG. Health insurance coverage and the receipt of specialty treatment for substance use disorders among U.S. adults. Psychiatr Serv 2014; 65:1070-3. [PMID: 25082606 PMCID: PMC4189808 DOI: 10.1176/appi.ps.201300443] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVE The study examined the association between private health insurance and the receipt of specialty substance use disorder treatment. METHODS Weighted logistic regressions were estimated to examine the association between health insurance and the receipt of any specialty substance use disorder treatment in national samples of nonelderly adults with alcohol abuse or dependence (N=22,778), alcohol dependence (N=10,104), drug abuse or dependence (N=9,427), and drug dependence (N=6,736). Receipt of any specialty substance abuse treatment was compared among the uninsured and privately insured persons who reported known coverage, no coverage, or unknown coverage for alcohol and drug abuse treatment. Regressions adjusted for sociodemographic characteristics, treatment need, criminal justice involvement, and year of survey. RESULTS Compared with being uninsured, private insurance was associated with greater use of any specialty substance use disorder treatment only among those with alcohol dependence with known coverage for alcohol treatment (p<.05). CONCLUSIONS Private insurance was associated with increased use of specialty treatment among persons with severe alcohol use disorders who knew they had coverage for alcohol abuse treatment.
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Melchior M, Prokofyeva E, Younès N, Surkan PJ, Martins SS. Treatment for illegal drug use disorders: the role of comorbid mood and anxiety disorders. BMC Psychiatry 2014; 14:89. [PMID: 24670230 PMCID: PMC3986906 DOI: 10.1186/1471-244x-14-89] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2013] [Accepted: 03/17/2014] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND Our aim was to examine whether comorbid mood and anxiety disorders influence patterns of treatment or the perceived unmet need for treatment among those not receiving treatment for illegal drug use disorders. METHODS Data came from the National Epidemiologic Survey on Alcohol and Related Conditions (NESARC, 2001-2002 and 2004-2005, n = 34,653). Lifetime DSM-IV illegal drug use disorder (abuse and dependence), as well as comorbid mood (major depression, dysthymia, manic disorder, hypomanic disorder) and anxiety disorders (panic disorder, agoraphobia, social phobia, specific phobia, generalized anxiety) were ascertained by a standardized psychiatric interview. Treatment for illegal drug use disorders and perceived unmet need for treatment were assessed among individuals with illegal drug use disorder. Odds of treatment and odds of perceived unmet need for treatment were assessed using logistic regression, adjusting for socio-demographic characteristics, treatment for mood and anxiety disorders, and comorbid alcohol use disorder. RESULTS Out of 34,653 participants, 1114 (3.2%) had a diagnosis of lifetime illegal drug use disorder: 21.2% had a comorbid mood disorder only, 11.8% a comorbid anxiety disorder only, and 45.9% comorbid mood and anxiety disorders. Comorbid mood and anxiety disorders were not related to treatment for illegal drug use disorders but were associated with an elevated likelihood of unmet need for treatment: compared to participants with no comorbidities, multivariate ORs were 2.21 (95% CI: 1.23- 4.10) for mood disorder only, 2.38 (95% CI: 1.27-4.45) for anxiety disorder only, and 2.90 (95% CI: 1.71-4.94) for both mood and anxiety disorders. CONCLUSIONS Individuals with an illegal drug use disorder and comorbid mood or anxiety disorders are disproportionately likely to report unmet need for treatment. Integrated mental health and substance use programs could prove effective in addressing their treatment needs.
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Affiliation(s)
- Maria Melchior
- Inserm, U1018, Centre for Research in Epidemiology & Population Health (CESP), Epidemiology of occupational and social determinants of health, F-94807 Villejuif, France.
| | - Elena Prokofyeva
- Inserm, U1018, Centre for Research in Epidemiology & Population Health (CESP), Epidemiology of occupational and social determinants of health, F-94807 Villejuif, France,University of Versailles Saint-Quentin, UMRS 1018, F-94807 Villejuif, France
| | - Nadia Younès
- Université de Versailles Saint-Quentin EA 4047, Centre Hospitalier de Versailles, Le Chesnay, France
| | - Pamela J Surkan
- Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Silvia S Martins
- Department of Epidemiology, Columbia University Mailman School of Public Health, 10032 New York, NY, USA
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Levit KR, Mark TL, Coffey RM, Frankel S, Santora P, Vandivort-Warren R, Malone K. Federal spending on behavioral health accelerated during recession as individuals lost employer insurance. Health Aff (Millwood) 2014; 32:952-62. [PMID: 23650330 DOI: 10.1377/hlthaff.2012.1065] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
The 2007-09 recession had a dramatic effect on behavioral health spending, with the effect most prominent for private, state, and local payers. During the recession behavioral health spending increased at a 4.6 percent average annual rate, down from 6.1 percent in 2004-07. Average annual growth in private behavioral health spending during the recession slowed to 2.7 percent from 7.2 percent in 2004-07. State and local behavioral health spending showed negative average annual growth, -1.2 percent, during the recession, compared with 3.7 percent increases in 2004-07. In contrast, federal behavioral health spending growth accelerated to 11.1 percent during the recession, up from 7.2 percent in 2004-07. These behavioral health spending trends were driven largely by increased federal spending in Medicaid, declining private insurance enrollment, and severe state budget constraints. An increased federal Medicaid match reduced the state share of Medicaid spending, which prevented more drastic cuts in state-funded behavioral health programs during the recession. Federal Medicaid served as a critical safety net for people with behavioral health treatment needs during the recession.
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Affiliation(s)
- Katharine R Levit
- Behavioral Health and Quality Research Division, Truven Health Analytics, Bethesda, Maryland, USA.
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Wen H, Cummings JR, Hockenberry JM, Gaydos LM, Druss BG. State parity laws and access to treatment for substance use disorder in the United States: implications for federal parity legislation. JAMA Psychiatry 2013; 70:1355-62. [PMID: 24154931 PMCID: PMC4047825 DOI: 10.1001/jamapsychiatry.2013.2169] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
IMPORTANCE The passage of the 2008 Mental Health Parity and Addiction Equity Act and the 2010 Affordable Care Act incorporated parity for substance use disorder (SUD) treatment into federal legislation. However, prior research provides us with scant evidence as to whether federal parity legislation will hold the potential for improving access to SUD treatment. OBJECTIVE To examine the effect of state-level SUD parity laws on state-aggregate SUD treatment rates and to shed light on the impact of the recent federal SUD parity legislation. DESIGN, SETTING, AND PARTICIPANTS We conducted a quasi-experimental study using a 2-way (state and year) fixed-effect method. We included all known specialty SUD treatment facilities in the United States and examined treatment rates from October 1, 2000, through March 31, 2008. Our main source of data was the National Survey of Substance Abuse Treatment Services, which provides facility-level information on specialty SUD treatment. INTERVENTIONS State-level SUD parity laws during the study period. MAIN OUTCOMES AND MEASURES State-aggregate SUD treatment rates in (1) all specialty SUD treatment facilities and (2) specialty SUD treatment facilities accepting private insurance. RESULTS The implementation of any SUD parity law increased the treatment rate by 9% (P < .001) in all specialty SUD treatment facilities and by 15% (P = .02) in facilities accepting private insurance. Full parity and parity only if SUD coverage is offered increased the SUD treatment rate by 13% (P = .02) and 8% (P = .04), respectively, in all facilities and by 21% (P = .03) and 10% (P = .04), respectively, in facilities accepting private insurance. CONCLUSIONS AND RELEVANCE We found a positive effect of the implementation of state SUD parity legislation on access to specialty SUD treatment. Furthermore, the positive association is more pronounced in states with more comprehensive parity laws. Our findings suggest that federal parity legislation holds the potential to improve access to SUD treatment.
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Affiliation(s)
- Hefei Wen
- Department of Health Policy and Management, Rollins School of Public Health
| | - Janet R. Cummings
- Department of Health Policy and Management, Rollins School of Public Health
| | | | - Laura M. Gaydos
- Department of Health Policy and Management, Rollins School of Public Health
| | - Benjamin G. Druss
- Department of Health Policy and Management, Rollins School of Public Health
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Mulvaney-Day N, DeAngelo D, Chen CN, Cook B, Alegría M. Unmet need for treatment for substance use disorders across race and ethnicity. Drug Alcohol Depend 2012; 125 Suppl 1:S44-50. [PMID: 22658581 PMCID: PMC3435455 DOI: 10.1016/j.drugalcdep.2012.05.005] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2011] [Revised: 05/02/2012] [Accepted: 05/03/2012] [Indexed: 11/24/2022]
Abstract
BACKGROUND The objective was to analyze disparities in unmet need for substance use treatment and to observe variation across different definitions of need for treatment. METHODS Data were analyzed from the 2002 to 2005 National Survey of Drug Use and Health and the National Epidemiologic Survey on Alcohol and Related Conditions. Logistic regressions estimated the likelihood of specialty substance use treatment across the two data sets. Parallel variables for specialty, informal and any substance abuse treatment were created. Perceived need and normative need for substance use treatment were defined, with normative need stratified across lifetime disorder, past twelve month disorder, and heavy alcohol/any illicit drug use. Treatment rates were analyzed, comparing Blacks, Asians and Latinos to non-Latino whites across need definitions, and adjusting for age, sex, household income, marital status, education and insurance. RESULTS Asians with past year substance use disorder had a higher likelihood of unmet need for specialty treatment than whites. Blacks with past year disorder and with heavy drinking/illicit drug use had significantly lower likelihood of unmet need. Latinos with past year disorder had a higher likelihood of unmet need for specialty substance abuse treatment. Asians with heavy drinking/illicit drug use had lower likelihood of unmet need. CONCLUSIONS The findings suggest that pathways to substance abuse treatment differ across groups. Given high rates of unmet need, a broad approach to defining need for treatment is warranted. Future research to disentangle social and systemic factors from factors based on diagnostic criteria is necessary in the identification of need for treatment.
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Affiliation(s)
| | - Darcie DeAngelo
- Center for Multicultural Mental Health Reserarch, Somerville, MA
| | | | - Benjamin Cook
- Center for Multicultural Mental Health Reserarch, Somerville, MA
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