12-step Involvement Research Articles

Attitudes toward medications for opioid use disorder among peer recovery specialists

ABSTRACT Background: Peer recovery specialists (PRSs) are substance use service providers with lived experience in recovery. Although a large body of research demonstrates the efficacy of medications for opioid use disorder (MOUD), emerging research suggests PRSs’ attitudes toward MOUD are ambivalent or mixed. Few studies have quantitatively assessed factors influencing PRSs’ attitudes. Objectives: This study identifies personal and professional characteristics associated with attitudes toward MOUD among PRSs. Methods: PRSs working at publicly funded agencies in Michigan completed a self-administered web-based survey (N = 266, 60.5% women). Surveys assessed socio-demographics, treatment and recovery history, attitudes toward clients, and attitudes toward MOUD. Multiple linear regression was used to identify factors associated with attitudes toward MOUD. Results: A minority of PRSs (21.4%) reported a history of treatment with MOUD, while nearly two-thirds reported current 12-step involvement (62.5%). Compared to PRSs without a history of MOUD treatment, PRSs who had positive (b = 4.71, p < .001) and mixed (b = 3.36, p = .010) experiences with MOUD had more positive attitudes; PRSs with negative experiences with MOUD had less positive attitudes (b = −3.16, p = .003). Current 12-step involvement (b = −1.63, p = .007) and more stigmatizing attitudes toward clients (b = −.294, p < .001) were associated with less positive attitudes toward MOUD. Black PRSs had less positive attitudes than White PRSs (b = −2.50, p = .001), and women had more positive attitudes than men (b = 1.19, p = .038). Conclusion: PRSs’ attitudes toward MOUD varied based on the nature of their lived experience. Findings highlight considerations for training and supervising PRSs who serve individuals with opioid use disorder.

The impact of spiritual well-being and social support on substance use treatment outcomes within a sample of predominantly Black/African American adults

IntroSubstance use and associated problems often return following treatment for substance use disorder (SUD), which disproportionally impact Black/African American (AA) individuals. Social support and spiritual well-being are sources of recovery capital identified as particularly important among Black/AA adults. Social support and spiritual well-being are also posited mechanisms in 12-step; thus, this study tested the effects of social support and spiritual well-being on substance use outcomes over time, distinct from 12-step involvement, among Black/AA adults post-SUD treatment. The study hypothesized that social support and spiritual well-being would demonstrate significant interactions with time, respectively, on substance use frequency and substance use consequences, above the effect of 12-step involvement. MethodThe study drew data from a study of 262 adults (95.4 % Black/AA) entering residential SUD treatment (NCT#01189552). Assessments were completed at pretreatment and at 3-, 6-, and 12-months posttreatment. Two generalized linear mixed models (GLMM) tested the effects of social support and spiritual well-being, above the effect of 12-step involvement, on substance use frequency and substance use consequences over the course of 12-months posttreatment. ResultsHigher spiritual well-being predicted significantly less frequent substance use during recovery (β = 0.00, p = .03). Greater 12-step involvement predicted significantly fewer substance use consequences during recovery (β = 0.00, p = .02). In post hoc analyses the effect of spiritual well-being and 12-step involvement dissipated by 3.5- and 6.6-months posttreatment, respectively. The study found no significant effects of social support over time. DiscussionSpiritual well-being and 12-step involvement are associated with lower substance use and substance use consequences, respectively, in the early months of posttreatment recovery among Black/AA adults. These findings contribute to the growing recovery capital literature informing paths to recovery and sources of support outside of 12-step affiliation. However, these effects diminish over time.

The Impact of Suicidality and Spirituality on Substance Use Day Treatment Discharge

ABSTRACT Purpose Although spirituality seems to protect against suicidality and substance misuse, in 2022 81% of United States residents believe in God and yet prevalence of these global health issues are increasing. 12-Step programs are inherently spiritual in their approach to recovery. Method We used a clinically mined dataset built from everyday clinical data that a substance use day treatment program in a midwestern state of the USA originally collected for their treatment purposes. Data included information from 444 client files from three day treatment sites within the same agency. Using logistic regression, we analyzed the relationships between suicidality, spirituality, and treatment discharge. Results Suicidality and spirituality, including 12-Step involvement prior to treatment, did not have a statistically significant effect on substance use day treatment discharge. However, treatment length and age were associated with completed treatment. Discussion and Conclusion While spirituality and suicidality are important concepts with relevance to recovery, they did not affect whether clients completed substance use day treatment. However, because recovery is not just about abstinence or risk reduction, suicidality and spiritually likely have relevance for the overall recovery process.

Patient-Concerned Other Dyads' 12-Step Involvement and Patients' Substance Use: A Latent Class Growth Model Analysis.

This study aimed to inform clinical practice by identifying subgroups of patient-concerned other (CO) dyads. Patients with alcohol use disorders (AUDs) were characterized on Alcoholics Anonymous (AA) involvement and substance use together with COs' Al-Anon involvement. Predictors and recovery maintenance outcomes of subgroup membership were examined. Participants were 279 patient-CO dyads. Patients were in residential treatment for AUD. Parallel latent class growth model analysis characterized 12-step involvement and substance use at treatment entry and 3-, 6-, and 12-month follow-ups. Three classes were as follows: 38% Low AA/Low Al-Anon (patients' low AA and COs' low Al-Anon involvement, and patients' high-to-moderate substance use), 10% High AA/High Al-Anon (patients' high AA and COs' high Al-Anon involvement, and patients' moderate-to-low substance use), and 52% High AA/Low Al-Anon (patients' high AA and COs' low Al-Anon involvement, and patients' moderate-to-low substance use). At follow-up, the Low AA/Low Al-Anon classes' patients were less likely to have spirituality as recovery support, confidence about staying abstinent, and satisfaction with recovery progress. The High AA classes' COs had less concern about patients' drinking and scored higher on positive aspects of relationships with patients. Clinicians should encourage patients' and COs' 12-step group involvement (12-step practices' engagement). Among patients treated for AUD, AA involvement was related to better outcomes, and to COs' lessened concern about the patients' drinking. COs' Al-Anon involvement was associated with having a more positive view of their relationship with the patient. That more than one third of dyads had low 12-step group involvement suggests that treatment programs may need to facilitate involvement in non-12-step mutual-help groups.

The Involvement in Alcoholics Anonymous Scale - Short Form: Factor Structure & Validation

Background: The aim of this research was to examine the psychometrics of a short form version of the multidimensional Involvement in Alcoholics Anonymous scale (IAA-SF) by assessing the factor structure, internal consistency, and predictive validity. While there are several existing measures of involvement in Alcoholics Anonymous, many are either unidimensional or are limited in their ability to gather variation in the level of involvement in the different dimensions of 12-step programs. Objective: To achieve our aim, we used exploratory and principal axis factor analysis, correlation, and logistic regression with two unique and diverse samples. Longitudinal data were collected from a northern Illinois sample of 110 post-treatment adults, and cross-sectional data were from a random sample of 296 recovery home residents in the United States. Results: Results from the first sample suggested three exploratory factors (Principles Involvement, Social Involvement, and Spiritual Involvement) that were concordant with the proposed conceptualization and were then confirmed in the second sample. A 2nd order factor of global involvement was also found. All subscales demonstrated good to excellent internal consistency and were moderately associated with AA affiliation. Global and social involvement predicted greater odds of abstinence 2 years later, but principles and spiritual involvement did not. Conclusion: Overall results suggest the IAA- SF is a valid and reliable 12-item instrument for assessing involvement in the AA program, and the differential prediction suggests potential utility for a multidimensional approach to 12-step involvement.

Evaluating Interpersonal Associations and Substance Use Treatment Using Clinical Data Mining

ABSTRACT This study evaluates the influence of positive interpersonal associations on treatment length of stay for clients with a substance use disorder. We used clinical data mining (CDM) methodology for this study. The clinical data we used is from client records at three substance use day treatment locations (N = 444). These sites operate under the same agency. We analyzed four measures of positive interpersonal associations including outside support systems, substance-using housing environments, 12-Step involvement, and sponsorship in a 12-Step program. Using 10 imputed datasets to run the model, we found these variables to not significantly influence treatment length of stay. However, there was a significant relationship between number of children each client had and length of stay. Results suggest that other factors may better account for varying time clients spend in treatment. Further research on the effect of other influences, such as interpersonal associations specifically within treatment, on a client’s length of stay is important.

Understanding recovery Capital in relation to categorical 12-Step involvement and abstinence social support

Background Although recovery capital represents various resources for persons recovering from substance use disorders, measures of this construct examine components that might not necessarily reflect the recovery goals of individuals who base their recovery through involvement in 12-step groups such as Alcoholics Anonymous (AA) and Narcotics Anonymous (NA). It is not clear whether 12-step involvement is related to recovery capital, particularly among individuals living in recovery homes who utilize social networks of recovering peers for their recovery. Thus, categorical involvement in a set of 12-step activities was examined in relation to recovery capital and abstinence social support. Methods Differences in terms of general (recovery capital scores, retention rates) and abstinence-specific (abstinence social support) resources were examined in relation to recovery home residents who were (n = 395) and were not (n = 232) categorically involved in their 12-step recovery. Results Residents with categorical 12-step involvement reported significantly higher levels of recovery capital and abstinence social support, and there was no significant difference observed in retention rates between residents who were/were not categorically involved in 12-step groups. Conclusions Findings suggest community resources such as recovery homes and categorical involvement in 12-step groups are important recovery capital components that help individuals who use a 12-step approach to their recovery. Recovery capital among those involved with 12-step fellowships such as AA and NA should be assessed by examining abstinence-specific components such as representative involvement in 12-step groups and social support that is abstinence-specific.

Using conventional and machine learning propensity score methods to examine the effectiveness of 12-step group involvement following inpatient addiction treatment

BackgroundContinuing care following inpatient addiction treatment is an important component in the continuum of clinical services. Mutual help, including 12-step groups like Alcoholics Anonymous, is often recommended as a form of continuing care. However, the effectiveness of 12-step groups is difficult to establish using observational studies due to the risks of selection bias (or confounding). ObjectiveTo address this limitation, we used both conventional and machine learning-based propensity score (PS) methods to examine the effectiveness of 12-step group involvement following inpatient treatment on substance use over a 12-month period. MethodsUsing data from the Recovery Journey Project – a longitudinal, observational study – we followed an inpatient sample over 12-months post-treatment to assess the effect of 12-step involvement on substance use at 12-months (n = 254). Specifically, PS models were constructed based on 34 unbalanced confounders and four PS-based methods were applied: matching, inverse probability weighting (IPW), doubly robust (DR) with matching, and DR with IPW. ResultsEach PS-based method minimized the potential of confounding from unbalanced variables and demonstrated a significant effect (p < 0.001) between high 12-step involvement (i.e., defined as having a home group; having a sponsor; attending at least one meeting per week; and, being involved in service work) and a reduced likelihood of using substances over the 12-month period (odds ratios 0.11 to 0.32). ConclusionsPS-based methods effectively reduced potential confounding influences and provided robust evidence of a significant effect. Nonetheless, results should be considered in light of the relatively high attrition rate, potentially limiting their generalizability.

Recovery Home Environment Characteristics Associated with Recovery Capital.

Recovery capital refers to internal and external resources that facilitate recovery from alcohol and drug disorders. Examples include support from friends and family, access to health and other services, stable housing and finances, and internal assets, such as self-esteem and motivation. Recovery capital is receiving increased emphasis as an integral component of addiction services. However, there are a limited number of studies assessing recovery capital in different settings. The current study assessed recovery capital among 363 individuals entering sober living recovery homes (SLHs) and showed how recovery capital was associated with individual and social environment characteristics of the houses. Individual characteristics were assessed shortly after residents entered the house (mean=17 days, sd=9.0). Approximately one month later, individuals were interviewed about their perceptions of the social environment within the household. We hypothesized residents' perceptions of social model characteristics within the household would be associated with higher recovery capital. Study findings showed individual characteristics associated with recovery capital included motivation, support from friends and family, and 12-step involvement. Perceptions of the social environment assessed by four subscales on the Community Oriented Program Evaluation Scale and a measure of social model characteristics were correlated with recovery capital. Regression analyses controlling for individual characteristics showed modest, but consistent associations with recovery capital. Even after relatively short periods of time in SLHs, resident perceptions of the social environment show associations with recovery capital. Additional research is needed to understand causal dynamics of this relationship and associations with outcome.

Treatment of alcohol use disorder: Integration of Alcoholics Anonymous and cognitive behavioral therapy.

Alcohol use disorders (AUDs) are among the most common psychological disorders experienced by Americans. Only 10% of individuals with this disorder receive treatment, and the most popular treatment is some form of 12-Step involvement. Although there is evidence for the efficacy of 12-Step treatment,

Young People’s Perceptions of the 12-Steps’ Role in Supporting Their Recovery (or Not)

Although 12-step participation is related to improved outcomes, young people’s 12-step involvement is rare. There is limited research on the role of 12-step philosophy and practices for supporting young people’s recovery or addressing why so few engage in 12-step practices. To explore these issues, content analysis was applied to qualitative data from two prior studies conducted with individuals who participated in an Alternative Peer Group (APG), a 12-step facilitated adolescent recovery support model. Findings revealed new information on barriers to 12-step involvement and suggest strategies for addressing barriers, boosting motivation, and changing young people’s perceptions of 12-step philosophy and practices.

Effects of Social Support and 12-Step Involvement on Recovery among People in Continuing Care for Cocaine Dependence

Background: Social networks that support recovery lead to enhanced treatment outcomes and sobriety regardless if this support stems from family, peer groups or 12-Step programs. Treatment process factors including readiness to change and commitment to abstinence also impact substance use. However, little is understood about the relationship between social support to treatment process factors during and after treatment for substance use disorders. Objectives: To identify the ways in which different social networks foster substance use change in a sample of individuals with cocaine dependence from intensive outpatient programs (IOPs). Methods: Data were drawn from two studies examining adults (N = 489) with cocaine dependence in IOPs for substance use disorders collected between 2004 and 2009. Assessment data were collected at 3- to 6-month intervals from baseline to 24-months and included the University of Rhode Island change assessment questionnaire, timeline followback, thoughts about abstinence, perceived social support – friend, and family versions and analyzed using GEE and mediational analyses. Results: Greater perceived friend social support was associated with greater readiness to change whereas greater perceived familial social support was associated with substance use goal; greater social support from both friends and family were associated with less substance use. Greater AA/NA participation was associated with substance use goal and readiness to change, and less substance use. Substance use goals partially mediated the impact of social support on later substance use. Conclusions/Importance: While peer and familial support are key to sustained recovery, their impact differentially affects treatment process variables. This information could be used to inform social support treatment interventions.

Effects of 12-step mutual support and professional outpatient services on short-term substance use outcomes among adults who received inpatient treatment

BackgroundContinuing care is increasingly prioritized in the treatment of substance use disorders (SUDs). Ongoing engagement in continuing care, including mutual support (e.g., 12-step groups) and/or professional outpatient services, may enhance treatment outcomes and facilitate recovery. ObjectiveThis study investigates how engagement in 12-step mutual support and professional outpatient services is associated with short-term substance use outcomes in a sample of patients who completed inpatient SUDs treatment. MethodsAs part of the Recovery Journey Project – a longitudinal cohort study – participants completed questionnaires upon admission to an inpatient SUDs treatment program, and at 1- and/or 3-months post-discharge (n = 379). Baseline data were collected by self-administered, electronic questionnaires. Follow up data were collected by phone or email. Analyses involved multivariate Generalized Estimating Equations separately modelling self-reported abstinence and percent days abstinent (PDA) over the three time periods. ResultsOverall, rates of self-reported abstinence and PDA increased significantly from baseline to 1- and 3-months follow up. Engagement in 12-step activities (i.e., attended 30 meetings in 30 days, had a home group, had a sponsor, did service work) and professional outpatient substance use support were each significantly associated with abstinence and PDA. Participants who reported a higher degree of 12-step involvement (defined as engagement in more 12-step activities) were also more likely to report being abstinence and greater PDA. ConclusionsEngagement in continuing care, including 12-step activities and professional outpatient substance use support, was highly associated with substance use. Clinical teams should encourage participation in such activities to optimize treatment outcomes.

Study protocol: Community Links to Establish Alcohol Recovery (CLEAR) for women leaving jail

PurposeThis article describes the protocol for a randomized effectiveness trial of a method to link alcohol use disordered women who are in pretrial jail detention with post-release 12-step mutual help groups. BackgroundJails serve 15 times more people per year than do prisons and have very short stays, posing few opportunities for treatment or treatment planning. Alcohol use is associated with poor post-jail psychosocial and health outcomes including sexually transmitted diseases and HIV, especially for women. At least weekly 12-step self-help group attendance in the months after release from jail has been associated with improvements in alcohol use and alcohol-related consequences. Linkage strategies improve 12-step attendance and alcohol outcomes among outpatients, but have not previously been tested in criminal justice populations. DesignIn the intervention condition, a 12-step volunteer meets once individually with an incarcerated woman while she is in jail and arranges to be in contact after release to accompany her to 12-step meetings. The control condition provides schedules for local 12-step meetings. Outcomes include percent days abstinent from alcohol (primary), 12-step meeting involvement, and fewer unprotected sexual occasions (secondary) after release from jail. We hypothesize that (Minton, 2015) 12-step involvement will mediate the intervention's effect on alcohol use, and (O'Brien, 2001) percent days abstinent will mediate the intervention's effect on STI/HIV risk-taking outcomes. Research methods accommodate logistical and philosophical hurdles including rapid turnover of commitments and unpredictable release times at the jail, possible post-randomization ineligibility due to sentencing, 12-step principles such as Nonaffiliation, and use of volunteers as interventionists.

A comparison of African American and Caucasian stimulant users in 12-step facilitation treatment

ABSTRACTEngagement in 12-step meetings and activities has been shown to be a powerful aid to recovery from substance use disorders. However, only limited attention has been given to ethnic and racial differences in attitudes toward 12-step and involvement. This study utilized data from a large multisite trial testing the effectiveness of a 12-step facilitation therapy with stimulant-dependent treatment seekers. We compared baseline differences and treatment outcomes between African American and Caucasian participants. A select few baseline differences were found (i.e., African Americans reported higher levels of spirituality than Caucasians; African American participants indicated more perceived benefits of 12-step involvement; Caucasians were more likely to endorse future involvement in 12-step). There were no outcome differences (e.g., substance use outcomes, 12-step meeting attendance). The tested intervention produced similar outcomes for both groups, indicating that it may be useful across racial categories.

Recovery benefits of the “therapeutic alliance” among 12-step mutual-help organization attendees and their sponsors

BackgroundThe “therapeutic alliance” between clinicians and patients has been associated with treatment response and outcomes in professionally-delivered psychotherapies. Although 12-step mutual help organizations (MHOs), such as Alcoholics Anonymous, are the most commonly sought source of support for individuals with substance use disorder (SUD), little is known about whether a stronger alliance in comparable MHO relationships between 12-step sponsors and those they help (“sponsees”) confers benefits similar to those observed in professional contexts. Greater knowledge could inform clinical recommendations and enhance models that explain how individuals benefit from 12-step MHOs. MethodYoung adults (N=302) enrolled in a prospective, clinical effectiveness study of residential SUD treatment were assessed at treatment entry, and 3, 6, and 12 months after discharge on whether they had a sponsor, contact with a sponsor, and degree of sponsor alliance. Hierarchical linear models (HLM) tested their effects on 12-step MHO attendance, involvement, and percent days abstinent (PDA). ResultsApproximately two-thirds of the sample (n=208, 68.87%) reported having a sponsor at one or more follow-up time points. Both having sponsor contact and stronger sponsor alliance were significantly associated with greater 12-step participation and abstinence, on average, during follow-up. Interaction results revealed that more sponsor contact was associated with increasingly higher 12-step participation whereas stronger sponsor alliance was associated with increasingly greater abstinence. ConclusionsSimilar to the professional-clinical realm, the “therapeutic alliance” among sponsees and their sponsors predicts better substance use outcomes and may help augment explanatory models estimating effects of MHOs in SUD recovery.

Interaction of Motivation and Social Support on Abstinence among Recovery Home Residents.

The impetus to abstain from alcohol and drugs is especially robust when individuals seek help. However, motivation to continue abstinence during ongoing recovery is less understood. The present study assessed how social support interacted with motivation to affect abstinence over an 18-monthe time period. A sample of 289 residents entering residential recovery homes were recruited and followed at 6-, 12-, and 18-months. Motivation was measured as the perceived costs and benefits of abstinence. Five social influence measures were used to assess interactive effects with costs and benefits on abstinence. Perceived costs and benefits of abstinence were robust predictors of abstinence over the 18 month assessment period. Two social support factors interacted with perceived benefits to influence abstinence: 12-step involvement and number of persons in the social network. Suggestions are made for recovery services to influence perceived costs, benefits, and social network characteristics.

The Sponsor Alliance Inventory: Assessing the Therapeutic Bond Between 12-Step Attendees and Their Sponsors.

Within 12-step mutual-help organizations (MHOs), a sponsor plays a key recovery-specific role analogous to a 'lay therapist', serving as a role model, support and mentor. Research shows that attendees who have a sponsor have higher rates of abstinence and remission from substance use disorder (SUD), yet, while myriad formal psychotherapy studies demonstrate the therapeutic significance of the alliance between patients and professional clinicians on treatment outcomes, very little is known about the influence of the 'therapeutic alliance' between 12-step members and their sponsor. Greater knowledge about this key 12-step relationship could help explain greater degrees of 12-step effects. To bridge this gap, this study sought to develop and test a measure assessing the 12-step sponsee-sponsor therapeutic alliance--the Sponsor Alliance Inventory (SAI). Young adults (N = 302) enrolled in a prospective effectiveness study who reported having a 12-step sponsor during the study (N = 157) were assessed at treatment entry, and 3, 6 and 12 months later on the SAI, their 12-step MHO attendance, involvement and percent days abstinent (PDA). Principal axis extraction revealed a single, 10-item, internally consistent (α's ≥ 0.95) scale that explained the majority of variance and was largely invariant to primary substance, gender and time. Criterion validity was also supported with higher SAI scores predicting greater proximal 12-step attendance, involvement and PDA. The SAI may serve as a brief, valid measure to assess the degree of sponsee-sponsor 'therapeutic alliance' within 12-step communities and may help augment explanatory models estimating the effects of MHOs on recovery outcomes.

The effects of continuing care on emerging adult outcomes following residential addiction treatment

BackgroundProfessional continuing care services enhance recovery rates among adults and adolescents, though less is known about emerging adults (18–25 years old). Despite benefit shown from emerging adults’ participation in 12-step mutual-help organizations (MHOs), it is unclear whether participation offers benefit independent of professional continuing care services. Greater knowledge in this area would inform clinical referral and linkage efforts. MethodsEmerging adults (N=284; 74% male; 95% Caucasian) were assessed during the year after residential treatment on outpatient sessions per week, percent days in residential treatment and residing in a sober living environment, substance use disorder (SUD) medication use, active 12-step MHO involvement (e.g., having a sponsor, completing step work, contact with members outside meetings), and continuous abstinence (dichotomized yes/no). One generalized estimating equation (GEE) model tested the unique effect of each professional service on abstinence, and, in a separate GEE model, the unique effect of 12-step MHO involvement on abstinence over and above professional services, independent of individual covariates. ResultsApart from SUD medication, all professional continuing care services were significantly associated with abstinence over and above individual factors. In the more comprehensive model, relative to zero 12-step MHO activities, odds of abstinence were 1.3 times greater if patients were involved in one activity, and 3.2 times greater if involved in five activities (lowest mean number of activities in the sample across all follow-ups). ConclusionsBoth active involvement in 12-step MHOs and recovery-supportive, professional services that link patients with these community-based resources may enhance outcomes for emerging adults after residential treatment.

Satisfaction with substance use treatment and 12-step groups predicts outcomes

IntroductionSatisfaction is a critical component of patient-centered care, yet little is known about the degree to which patient satisfaction is linked to subsequent outcomes, especially in substance use disorder (SUD) treatments and 12-step groups. The current study assessed the degree to which satisfaction with Department of Veterans Affairs (VA) outpatient SUD treatment and with 12-step groups, both measured at 6 months after treatment initiation, was associated with additional treatment utilization and better substance-related outcomes during the next 6 months, that is, up to 1 year after treatment initiation. MethodsParticipants were 345 patients entering the VA SUD treatment program. ResultsMore satisfaction with treatment and with 12-step groups at 6 months was associated with less alcohol use severity and more abstinence at 1 year. More treatment satisfaction was related to less subsequent medical severity, whereas more 12-step group satisfaction was related to less subsequent psychiatric severity. More 12-step group satisfaction was related to subsequent increases in 12-step group attendance and involvement. A single item assessing overall satisfaction appeared best related to subsequent outcomes. ConclusionsSatisfied SUD treatment patients and 12-step mutual help members appeared to have better subsequent service utilization patterns and treatment outcomes. SUD treatments can improve outcomes by monitoring and enhancing patient satisfaction.