ABSTRACT
Background: Only 1 in 5 of the nearly 2.4 million Americans with an opioid use disorder received treatment in 2015. Fewer than half of Californians who received treatment in 2014 received opioid agonist treatment (OAT), and regulations for admission to OAT in California are more stringent than federal regulations. Objective: To determine the cost-effectiveness of OAT for all treatment recipients compared with the observed standard of care for patients presenting with opioid use disorder to California's publicly funded treatment facilities. Design: Model-based cost-effectiveness analysis. Data Sources: Linked population-level administrative databases capturing treatment and criminal justice records for California (2006 to 2010); published literature. Target Population: Persons initially presenting for publicly funded treatment of opioid use disorder. Time Horizon: Lifetime. Perspective: Societal. Intervention: Immediate access to OAT with methadone for all treatment recipients compared with the observed standard of care (54.3% initiate opioid use disorder treatment with medically managed withdrawal). Outcome Measures: Discounted quality-adjusted life-years (QALYs) and discounted costs. Results of Base-Case Analysis: Immediate access to OAT for all treatment recipients costs less (by $78 257), with patients accumulating more QALYs (by 0.42) than with the observed standard of care. In a hypothetical scenario where all Californians starting treatment of opioid use disorder in 2014 had immediate access to OAT, total lifetime savings for this cohort could be as high as $3.8 billion. Results of Sensitivity Analysis: 99.6% of the 2000 simulations resulted in lower costs and more QALYs. Limitation: Nonrandomized delivery of OAT or medically managed withdrawal. Conclusion: The value of publicly funded treatment of opioid use disorder in California is maximized when OAT is delivered to all patients presenting for treatment, providing greater health benefits and cost savings than the observed standard of care. Primary Funding Source: National Institute on Drug Abuse.
Subject(s)
Methadone/therapeutic use , Narcotics/therapeutic use , Opiate Substitution Treatment/economics , Opioid-Related Disorders/drug therapy , Adult , California/epidemiology , Cost-Benefit Analysis , Female , Humans , Male , Opioid-Related Disorders/epidemiology , Quality-Adjusted Life YearsABSTRACT
California's voter-initiated Proposition 36 (Prop 36) program is often unfavorably compared to drug courts, but little is empirically known about the comparative effectiveness of the two approaches. Using statewide administrative data, analyses were conducted on all Prop 36 and drug court offenders with official records of arrest and drug treatment. Propensity score matching was used to create equivalent groups, enabling comparisons of success at treatment discharge, recidivism over 12 months post-treatment entry, and magnitude of behavioral changes. Significant behavioral improvements occurred for both Prop 36 and drug court offenders, but while more Prop 36 offenders were successful at discharge, more recidivated over 12 months. Core programmatic differences likely contributed to differences in outcomes. Policy implications are discussed.
ABSTRACT
This study examined longitudinal associations of prenatal exposures as well as childhood familial experiences with obesity status from ages 10 to 18. Hierarchical generalized linear modeling (HGLM) was applied to examine 5,156 adolescents from the child sample of the 1979 National Longitudinal Survey of Youth (NLSY79). Higher maternal weight, maternal smoking during pregnancy, lower maternal education, and lack of infant breastfeeding were contributors to elevated adolescent obesity risk in early adolescence. However, maternal age, high birth weight of child, and maternal annual income exhibited long-lasting impact on obesity risk over time throughout adolescence. Additionally, childhood familial experiences were significantly related to risk of adolescent obesity. Appropriate use of family rules in the home and parental engagement in children's daily activities lowered adolescent obesity risk, but excessive television viewing heightened adolescent obesity risk. Implementation of consistent family rules and parental engagement may benefit adolescents at risk for obesity.
ABSTRACT
Project ESQYIR (Educating & Supporting Inquisitive Youth in Recovery) is a pilot study examining the feasibility of a 12-week mobile-based aftercare intervention for youth (ages 12 to 24) transitioning out of community-based substance abuse treatment programs. From January 2012 through July 2013, a total of 80 youth were recruited from outpatient and residential treatment programs, geographically dispersed throughout Los Angeles County, California. Results revealed that youth who participated in the texting mobile pilot intervention were significantly less likely to relapse to their primary compared to the aftercare as usual control condition (OR=0.52, p=0.002) over time (from baseline throughout the 12-week aftercare pilot program to a 90-day follow-up). Participants in the texting aftercare pilot program also reported significantly less substance use problem severity (ß=-0.46, p=0.03) and were more likely to participate in extracurricular recovery behaviors (ß=1.63, p=0.03) compared to participants in the standard aftercare group. Collectively, findings from this pilot aftercare study suggest that mobile texting could provide a feasible way to engage youth in recovery after substance abuse treatment to aid with reducing relapse and promoting lifestyle behavior change.
Subject(s)
Substance-Related Disorders/therapy , Text Messaging , Adolescent , Adult , Community Mental Health Services/methods , Feasibility Studies , Female , Humans , Male , Pilot Projects , Substance Abuse Treatment Centers/methods , Substance-Related Disorders/prevention & control , Young AdultABSTRACT
Despite decades of experience treating heroin or prescription opioid dependence with methadone or buprenorphine--two forms of opioid substitution therapy--gaps remain between current practices and evidence-based standards in both Canada and the United States. This is largely because of regulatory constraints and pervasive suboptimal clinical practices. Fewer than 10 percent of all people dependent on opioids in the United States are receiving substitution treatment, although the proportion may increase with expanded health insurance coverage as a result of the Affordable Care Act. In light of the accumulated evidence, we recommend eliminating restrictions on office-based methadone prescribing in the United States; reducing financial barriers to treatment, such as varying levels of copayment in Canada and the United States; reducing reliance on less effective and potentially unsafe opioid detoxification; and evaluating and creating mechanisms to integrate emerging treatments. Taking these steps can greatly reduce the harms of opioid dependence by maximizing the individual and public health benefits of treatment.
Subject(s)
Analgesics, Opioid , Evidence-Based Medicine/organization & administration , Evidence-Based Medicine/standards , Heroin Dependence/rehabilitation , Opiate Substitution Treatment/standards , Opioid-Related Disorders/rehabilitation , Analgesics, Opioid/economics , Canada , Cost-Benefit Analysis , Evidence-Based Medicine/economics , Health Services Accessibility/economics , Health Services Accessibility/organization & administration , Health Services Accessibility/standards , Heroin Dependence/economics , Humans , Insurance Coverage/economics , Insurance Coverage/organization & administration , Insurance Coverage/standards , Methadone/economics , Methadone/therapeutic use , Opiate Substitution Treatment/economics , Opioid-Related Disorders/economics , Physicians' Offices/economics , United StatesABSTRACT
PURPOSE: This study investigated whether and how trajectories of substance use in adolescence were associated with obesity trajectories in young adulthood. We hypothesized that: (1) exposure to persistent substance use throughout adolescence may heighten obesity risk in young adulthood; and (2) such associations may differ once gender, ethnicity, socioeconomic status, and obesity status in adolescence, are considered. METHODS: The study included 5141 adolescents from the child sample of the 1979 National Longitudinal Survey of Youth and utilized biennial data across the 12 assessments (1986-2008) to examine trajectories of substance use behaviors (i.e., cigarette smoking, alcohol use, and marijuana use) from ages 12 to 18 and obesity trajectories from ages 20 to 24. Group-based dual trajectory modeling was applied to examine sequential associations of trajectories of each type of substance use behavior with obesity trajectories. RESULTS: Three distinctive trajectory patterns were respectively identified for cigarette smoking, alcohol use, and marijuana use from ages 12 to 18, as well as for obesity status (BMI ≥ 30) from ages 20 to 24. Taking into account gender, ethnicity, socioeconomic status, and obesity status in adolescence, adolescents with the most problematic smoking trajectory (High-decreasing) were more likely to exhibit a High-obesity trajectory from ages 20 to 24. Also, adolescents with an Increasing marijuana use trajectory were more likely to exhibit an Increased obesity trajectory in young adulthood. CONCLUSIONS: The current study demonstrates that adolescent substance use is associated with subsequent obesity in young adulthood. The associations appear to differ based on the type of substance use and patterns of use.
Subject(s)
Alcohol Drinking/adverse effects , Marijuana Smoking/adverse effects , Obesity/psychology , Smoking/adverse effects , Adolescent , Child , Female , Humans , Longitudinal Studies , Male , Risk Factors , Young AdultABSTRACT
OBJECTIVES: We determined the costs and savings attributable to the California Substance Abuse and Crime Prevention Act (SACPA), which mandated probation or continued parole with substance abuse treatment in lieu of incarceration for adult offenders convicted of nonviolent drug offenses and probation and parole violators. METHODS: We used individually linked, population-level administrative data to define intervention and control cohorts of offenders meeting SACPA eligibility criteria. Using multivariate difference-in-differences analysis, we estimated the effect of SACPA implementation on the total and domain-specific costs to state and county governments, controlling for fixed individual and county characteristics and changes in crime at the county level. RESULTS: The additional costs of treatment were more than offset by savings in other domains, primarily in the costs of incarceration. We estimated the statewide policy effect as an adjusted savings of $2317 (95% confidence interval = $1905, $2730) per offender over a 30-month postconviction period. SACPA implementation resulted in greater incremental cost savings for Blacks and Hispanics, who had markedly higher rates of conviction and incarceration. CONCLUSIONS: The monetary benefits to government exceeded the additional costs of SACPA implementation and provision of treatment.
Subject(s)
Crime/legislation & jurisprudence , Criminals , Prisons/economics , Substance-Related Disorders/economics , Substance-Related Disorders/therapy , Adult , California , Cohort Studies , Cost-Benefit Analysis , Crime/prevention & control , Female , Humans , Male , Young AdultABSTRACT
In accordance with the chronic disease model of opioid dependence, cessation is often observed as a longitudinal process rather than a discrete endpoint. We aimed to characterize and identify predictors of periods of heroin abstinence in the natural history of recovery from opioid dependence. Data were collected on participants from California who were enrolled in the Civil Addict Program from 1962 onward by use of a natural history interview. Multivariate regression using proportional hazards frailty models was applied to identify independent predictors and correlates of repeated abstinence episode durations. Among 471 heroin-dependent males, 387 (82.2%) reported 932 abstinence episodes, 60.3% of which lasted at least 1 year. Multivariate analysis revealed several important findings. First, demographic factors such as age and ethnicity did not explain variation in durations of abstinence episodes. However, employment and lower drug use severity predicted longer episodes. Second, abstinence durations were longer following sustained treatment versus incarceration. Third, individuals with multiple abstinence episodes remained abstinent for longer durations in successive episodes. Finally, abstinence episodes initiated >10 and ≤20 years after first use lasted longer than others. Public policy facilitating engagement of opioid-dependent individuals in maintenance-oriented drug treatment and employment is recommended to achieve and sustain opioid abstinence.
Subject(s)
Heroin Dependence/epidemiology , Adolescent , Adult , Age Factors , California/epidemiology , Cohort Studies , Crime/statistics & numerical data , Humans , Male , Middle Aged , Proportional Hazards Models , Severity of Illness Index , Socioeconomic Factors , Substance-Related Disorders/epidemiology , Time Factors , Young AdultABSTRACT
OBJECTIVE: This study used mixed methods to explore youth attitudes about recovery-related needs and important drug-avoidance behaviors after treatment. METHOD: Focus groups were conducted with 118 substance using youth in treatment (four residential and 10 outpatient settings) throughout Los Angeles County. RESULTS: The average age was 17.4 (SD = 2.9); 78.3% were male, 66.1% Latino; and most were in treatment for primary marijuana (40.9%) or methamphetamine (30.4%) abuse. Quantitatve results from the drug-avoidance activity survey identified the following factors youth rated as important to their recovery after treatment: lifestyle improvement activities (95.7%); changing personal drug behaviors (89.6%); drug environment/culture change activities (82.5%); with the least important being therapeutic activities (78.5%). Qualitative findings from focus groups that asked what youth think are important for recovery programs to address after treatment revealed the following four areas: (1) recovery promotion to developmentally appropriate activities (95%); (2) facilitating the use of coping skills to deal with stress (85%); (3) offering alternative recovery support options (not just abstinence only) (75%); and (4) continuing to provide substance use education (65%). CONCLUSION: Findings highlight essential aspects of recovery in terms of need and drug-avoidance behaviors considered important to youth in treatment. Such information will help to better address clinical and recovery support models aimed at relapse prevention to ensure that the perceived problems of substance-abusing youth are adequately met.
Subject(s)
Health Behavior , Substance-Related Disorders/therapy , Adolescent , Adult , Female , Humans , Male , Perception , Substance-Related Disorders/prevention & control , Substance-Related Disorders/psychologyABSTRACT
Using group-based trajectory modeling, this study examined 5156 adolescents from the child sample of the 1979 National Longitudinal Survey of Youth to identify developmental trajectories of obesity from ages 6-18 and evaluate associations of such trajectories with risk behaviors and psychosocial health in adolescence. Four distinctive obesity trajectories were identified: "Chronically Obese," "Decreasing," "Increasing," and "Non-obese." Males were overrepresented in the Chronically Obese and Increasing groups; females were overrepresented in the Decreasing group. African-Americans were overrepresented in the Chronically Obese, Increasing, and Decreasing groups; in contrast, Whites were overrepresented in the Non-obese group. Obesity trajectories were not associated with greater trends in alcohol use, marijuana use, or delinquency, but Chronically Obese adolescents showed a greater increase in cigarette smoking over time compared to other trajectories. The Increasing trajectory, representing a transition into obesity status from childhood to adolescence, was associated with poorer psychosocial health compared to other trajectories.
Subject(s)
Obesity/epidemiology , Risk-Taking , Adolescent , Body Mass Index , Child , Depression/epidemiology , Female , Friends , Health Status , Humans , Longitudinal Studies , Male , Obesity/ethnology , Personal SatisfactionABSTRACT
BACKGROUND: Substance abuse among American Indians/Alaska Natives (AI/ANs) is a significant and long-standing health problem in the U.S. Two-thirds of American AIs/ANs reside in the urban setting. However, studies analyzing substance use characteristics among urban AI/ANs are very limited. METHODS: Substance use patterns among a sample of AI/ANs (n = 77) and other ethnic/racial groups in Los Angeles County at high risk of substance abuse were analyzed utilizing three datasets from programs targeting individuals at high risk for substance abuse and risky sexual behaviors. RESULTS: Compared to all other ethnic/racial groups, AI/ANs demonstrated significantly younger age of onset of alcohol, marijuana, methamphetamine, and "other" drug use, higher correlations of age of first use of amphetamine with a measure of the drug's reinforcement, and higher mean number of illicit drug injections in the 30 days before being interviewed. CONCLUSIONS: Results from this study highlight a critical need for furthering our understanding of substance abuse problems among urban AI/ANs.
Subject(s)
Drug Users/statistics & numerical data , Indians, North American/statistics & numerical data , Substance-Related Disorders/ethnology , Adult , Age of Onset , Aged , Female , Humans , Los Angeles , Male , Middle Aged , Risk Factors , Risk-Taking , Urban PopulationABSTRACT
PURPOSE: To explore how youth contextualize substance use problems and recovery, in general and for themselves, in relation to the commonly accepted chronicity framework. METHODS: Fourteen focus groups were conducted with 118 youth in substance abuse treatment settings (aged 12-24 years; 78.3% male; 66.1% Latino) located throughout diverse areas of Los Angeles County. Transcribed qualitative focus group data were analyzed for major substance use and recovery themes. RESULTS: Most (80%) youth do not accept a chronicity framework that conceptualizes substance use problems as recurring and constituting a lifelong illness. Most (65%) view substance use problems as a function of poor behavioral choices or a developmental/social lifestyle phase. Youth perceptions of recovery tend to parallel this view, as most define recovery to mean having an improved or changed lifestyle that is achieved through making better behavioral choices (67%) and exerting personal control over one's behavior (57%) through willpower, confidence, or discipline. Other recovery themes identified by youth were substance use related (47%), wellness or well-being related (43%), and therapeutic or treatment related (14%). CONCLUSIONS: Findings highlight the importance of considering youth perceptions about substance use chronicity and recovery in making improvements and promoting new developments in clinical and recovery support approaches to better meet the needs of youth with substance use problems. Findings are discussed under a theoretical context of behavior change to provide insights for the treatment and recovery communities.
Subject(s)
Attitude to Health , Substance-Related Disorders/psychology , Substance-Related Disorders/rehabilitation , Adolescent , Child , Chronic Disease , Decision Making , Female , Focus Groups , Health Behavior , Health Services Needs and Demand , Humans , Internal-External Control , Los Angeles , Male , Young AdultABSTRACT
OBJECTIVE: To qualitatively explore how treatment-involved youth retrospectively contextualize relapse from substance use. METHODS: Fourteen focus groups were conducted with 118 youth (78.3% male; 66.1% Latino) enrolled in participating substance abuse treatment programs (4 young adult and 10 adolescent) throughout Los Angeles County. Transcripts were analyzed for relapse perception themes. RESULTS: Dominant relapse themes include emotional reasons (90%), life stressors (85%), cognitive factors (75%), socialization processes (65%), and environmental issues (55%). CONCLUSIONS: Youth perceptions about relapse during treatment should be used to better inform clinical approaches and shape early-intervention recovery agendas for substance-abusing youth.
Subject(s)
Attitude to Health , Substance-Related Disorders/psychology , Adolescent , California , Cognition , Emotions , Environment , Female , Focus Groups , Hispanic or Latino/psychology , Humans , Male , Outpatients , Recurrence , Social Support , Stress, Psychological , Substance-Related Disorders/ethnology , White People/psychology , Young AdultABSTRACT
AIMS: To identify dose-tapering strategies associated with sustained success following methadone maintenance treatment (MMT). DESIGN: Population-based retrospective cohort study. SETTING: Linked administrative medication dispensation data from British Columbia, Canada. PARTICIPANTS: From 25 545 completed MMT episodes, 14 602 of which initiated a taper, 4183 individuals (accounting for 4917 MMT episodes) from 1996 to 2006 met study inclusion criteria. MEASUREMENTS: The primary outcome was sustained successful taper, defined as a daily dose ≤5 mg per day in the final week of the treatment episode and no treatment re-entry, opioid-related hospitalization or mortality within 18 months following episode completion. FINDINGS: The overall rate of sustained success was 13% among episodes meeting inclusion criteria (646 of 4917), 4.4% (646 of 14 602) among all episodes initiating a taper and 2.5% (646 of 25 545) among all completed episodes in the data set. The results of our multivariate logistic regression analyses suggested that longer tapers had substantially higher odds of success [12-52 weeks versus <12 weeks: odds ratio (OR): 3.58; 95% confidence interval (CI): 2.76-4.65; >52 weeks versus <12 weeks: OR: 6.68; 95% CI: 5.13-8.70], regardless of how early in the treatment episode the taper was initiated, and a more gradual, stepped tapering schedule, with dose decreases scheduled in only 25-50% of the weeks of the taper, provided the highest odds of sustained success (versus <25%: OR: 1.61; 95% CI: 1.22-2.14). CONCLUSIONS: The majority of patients attempting to taper from methadone maintenance treatment will not succeed. Success is enhanced by gradual dose reductions interspersed with periods of stabilization. These results can inform the development of a more refined guideline for future clinical practice.
Subject(s)
Methadone/administration & dosage , Narcotics/administration & dosage , Opiate Substitution Treatment/methods , Opioid-Related Disorders/rehabilitation , Adult , Aged , British Columbia , Dose-Response Relationship, Drug , Drug Administration Schedule , Female , Humans , Male , Middle Aged , Retrospective Studies , Treatment OutcomeABSTRACT
To explore the effectiveness of court-supervised drug treatment for California parolees, offender characteristics, treatment experiences, and outcomes were examined and contrasted to those of probationers. The analysis used statewide administrative data on 4,507 parolees and 22,701 probationers referred to treatment by Proposition 36 during fiscal year 2006-2007. Compared with probationers, parolee problems were more severe at treatment entry, more were treated in residential settings, treatment retention was shorter, and fewer completed treatment. Regarding outcomes, fewer parolees were successful at treatment discharge and more recidivated over 12-months post admission. Both groups improved in many areas by treatment discharge, but improvements were generally smaller among parolees. Significant interaction effects indicated that parolees benefited from residential care and more treatment days, even after controlling for covariates. Court-supervised drug treatment for parolees can "work;" however, parolees have more frequent and diverse needs, and their outcomes are enhanced by more intensive treatment. Findings suggest methods for optimizing the effectiveness of criminal-justice-supervised programs for treating drug-dependent offenders.
Subject(s)
Prisoners/legislation & jurisprudence , Prisoners/psychology , Referral and Consultation/legislation & jurisprudence , Substance-Related Disorders/rehabilitation , Adult , California , Female , Humans , Male , Middle Aged , Patient Dropouts/legislation & jurisprudence , Patient Dropouts/psychology , Rehabilitation Centers/legislation & jurisprudence , Secondary Prevention , Substance-Related Disorders/prevention & control , Substance-Related Disorders/psychology , Treatment OutcomeABSTRACT
BACKGROUND: Although several states have adopted policies diverting individuals convicted of non-violent drug offenses to substance use treatment, in lieu of incarceration or as a condition of probation, previous research has produced inconsistent findings on the effectiveness of such programs when comparing outcomes for legally coerced individuals to more voluntary entrants. Less studied in these populations is within group variation in treatment expectations and motivation influences, which have been shown to affect retention as well. METHODS: As motivation has traditionally been viewed as contributing to treatment retention and higher levels of hope (the perception that goals can be met) are viewed as an asset in treatment, the role of these factors in predicting better retention between legally coerced and more voluntary clients were examined in a sample of 289 treatment admissions in California. RESULTS: Results found that motivation mediates the relationship between hope and retention for participants in general. Although the differences in mediation between the legally coerced and the non-legally coerced were not significant, when examining the groups separately, there was a significant mediation of the relationship between hope and retention by motivation only for those individuals who were not legally coerced into treatment (p<.05). CONCLUSION: The findings imply that while being legally coerced may lead to different pathways to treatment retention, for individuals who were not legally coerced, higher levels of hope may play an important role in determining treatment retention.
Subject(s)
Coercion , Motivation , Patient Acceptance of Health Care , Substance-Related Disorders/therapy , Adolescent , Adult , Female , Health Behavior , Humans , Male , Middle Aged , Substance-Related Disorders/psychology , Treatment OutcomeABSTRACT
We examined the effect of women's perceptions of sexual partner risks on condom use. Women from three US cities (n = 1,967) were recruited to provide data on HIV risks. In univariate models, increased odds of condom use were associated with perceiving that partners had concurrent partners and being unaware of partners': (a) HIV status, (b) bisexuality, (c) concurrency; and/or (d) injection drug use. In multivariate models, neither being unaware of the four partner risk factors nor perceiving a partner as being high risk was associated with condom use. Contextual factors associated with decreased odds of condom use were having sex with a main partner, homelessness in the past year, alcohol use during sex, and crack use in the past 30 days. Awareness of a partner's risks may not be sufficient for increasing condom use. Contextual factors, sex with a main partner in particular, decrease condom use despite awareness of partner risk factors.
Subject(s)
Condoms/statistics & numerical data , HIV Infections/prevention & control , Sexual Behavior , Sexual Partners/psychology , Sexually Transmitted Diseases/prevention & control , Urban Population , Adolescent , Adult , Aged , Alcohol Drinking , Female , HIV Infections/psychology , HIV Infections/transmission , Health Knowledge, Attitudes, Practice , Humans , Male , Middle Aged , Perception , Poverty , Risk Factors , Risk-Taking , Sexually Transmitted Diseases/psychology , Sexually Transmitted Diseases/transmission , Substance Abuse, Intravenous , Young AdultABSTRACT
Operative for nearly a decade, California's voter-initiated Proposition 36 program offers many offenders community-based substance abuse treatment in lieu of likely incarceration. Research has documented program successes and plans for replication have proliferated, yet very little is known about how the Proposition 36 program works or practices for achieving optimal program outcomes. In this article, we identify policies and practices that key stakeholders perceive to be most responsible for the successful delivery of court-supervised substance abuse treatment to offenders under Proposition 36. Data was collected via focus groups conducted with 59 county stakeholders in six high-performing counties during 2009. Discussion was informed by seven empirical indicators of program performance and outcomes and was focused on identifying and describing elements contributing to success. Program success was primarily attributed to four strategies, those that: (1) fostered program engagement, monitored participant progress, and sustained cooperation among participants; (2) cultivated buy-in among key stakeholders; (3) capitalized on the role of the court and the judge; and (4) created a setting which promoted a high-quality treatment system, utilization of existing resources, and broad financial and political support for the program. Goals and practices for implementing each strategy are discussed. Findings provide a "promising practices" resource for Proposition 36 program evaluation and improvement and inform the design and study of other similar types of collaborative justice treatment efforts.
Subject(s)
Community Health Services/organization & administration , Criminal Law/organization & administration , Policy , Substance-Related Disorders/rehabilitation , Adult , California , Community Health Services/legislation & jurisprudence , Criminal Law/legislation & jurisprudence , Female , Focus Groups , Humans , Male , Middle Aged , Program Evaluation/methods , Socioeconomic FactorsABSTRACT
AIMS: The aim of this study is to demonstrate the utility of recursive partitioning (RP) for analyzing process and outcome data in drug treatment research. The basic methodology of RP is introduced and applied to the prediction of treatment retention. METHODS: A total of 315 individuals randomly assigned to one of two treatment conditions; 289 (91.7%) completed a comprehensive baseline assessment battery. Treatment retention was assessed at a 52-week follow-up interview. FINDINGS: The RP approach was successful in generating a parsimonious decision tree that predicted drug treatment retention from the 195 input variables. Severity of drug use (as indicated by length of time speedballing), criminal behavior (as indicated by history of property crimes), level of insight, social network, and age at intake were predictive of treatment retention. The model is estimated to explain 32% of the variability in the population. CONCLUSIONS: RP supports the notion that there are early indicators of treatment retention and that specific approaches that are tailored to individuals' needs will be potentially more successful in treatment engagement and retention than the typical "one size fits all" approach. The results also demonstrate the utility of RP for the detection of complex relationships between diverse and interdependent predictors.
Subject(s)
Heroin Dependence/rehabilitation , Models, Statistical , Secondary Prevention , Adult , Aged , Crime/statistics & numerical data , Data Collection , Data Interpretation, Statistical , Decision Trees , Follow-Up Studies , Forecasting , Heroin Dependence/psychology , Humans , Middle Aged , Narcotics/therapeutic use , Outcome and Process Assessment, Health Care/methods , Patient Dropouts/psychology , Patient Dropouts/statistics & numerical data , Severity of Illness Index , Social Support , Time Factors , Treatment Outcome , Young AdultABSTRACT
This study empirically tested one component of a comprehensive model of the role of religiosity and spirituality (R/S) in drug treatment that is presented as a companion article in this special issue. Data collected from individuals dependent on heroin receiving narcotic replacement therapy were used to assess the effects of R/S on drug treatment outcomes. Based on their R and S scores, participants were assigned to one of four groups: those whose scores remained consistently high across the 12-month study period were compared to those whose scores were consistently low, increased, or decreased across the same period. Results indicated that at both study completion (12 months after admission) and 6 months after that participants in the consistently high and increasing spirituality groups self-reported significantly fewer days of heroin and cocaine/crack use than those in the consistently low group (p < 0.05). There were no significant differences among the religiosity groups on self-reported heroin or cocaine/crack use. Results from chi(2) analyses indicated that at 12 months the results of urinalysis for the presence of opiates, but not cocaine/crack, were dependent on spirituality group membership (p < 0.01) but not religiosity group membership. Results also indicated that at the 6-month follow-up, there were significantly more participants in the decreasing group who were not in maintenance treatment who had a positive urinalysis and fewer in the increasing group than would be expected if the two variables were independent (p < 0.05). Implications for addictions health services are discussed.