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Magill M, Figuereo V, Zelaya DG, Jackson K, Colby SM, Lee CS. Technical and relational process in MI sessions with a sample of Hispanic/Latinx adults who engage in heavy drinking: A latent growth mediation model. J Ethn Subst Abuse 2024:1-20. [PMID: 38193481 PMCID: PMC11231063 DOI: 10.1080/15332640.2024.2301718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2024]
Abstract
The current study tests the Motivational Interviewing (MI) technical and relational hypotheses in a sample of Hispanic/Latinx adults (N = 276) who engage in heavy alcohol consumption. MI causal theory hypothesizes that therapist use of MI consistent skills (i.e., technical hypothesis) and embodiment of the MI Spirit (i.e., relational hypothesis) will elicit client change talk, which is a putative mechanism of positive client outcome after the session. We tested these associations in a rigorous parallel process latent growth curve mediation modeling framework. The data are from a completed randomized clinical trial of a culturally-adapted (CAMI) versus un-adapted MI targeting hazardous alcohol use and consequences. Results. The unconditional growth models for the mediator (i.e., proportion of change talk relative to sustain talk) and two study outcomes (i.e., percent of heavy drinking days; alcohol-related consequences) showed a linear effect over a 12-month period with a slower rate of growth at later timepoints. Contrary to expectations, the latent growth mediation models did not show relationships between MI-consistent skills (i.e., technical predictor) or latent MI Spirit (i.e., relational indicator) and the slope factor for proportion change talk. The slope factor for proportion change talk was also not associated with the slope factors for percent heavy drinking and consequences over follow-up. Conclusions. In this novel population for MI process analysis, the technical and relational hypotheses were not supported. Studies that are exploratory may be needed to further investigate the causal model in populations that are not often represented in MI process research.
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Affiliation(s)
- Molly Magill
- Brown University School of Public Health, Center for Alcohol and Addiction Studies
| | | | - David G. Zelaya
- Brown University School of Public Health, Center for Alcohol and Addiction Studies
| | - Kristina Jackson
- Brown University School of Public Health, Center for Alcohol and Addiction Studies
| | - Suzanne M. Colby
- Brown University School of Public Health, Center for Alcohol and Addiction Studies
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Magill M, Walthers J, Figuereo V, Torres L, Montanez Z, Jackson K, Colby SM, Lee CS. The role of the relational context and therapists' technical behaviors in brief motivational interviewing sessions for heavy alcohol consumption: Findings from a sample of Latinx adults. J Subst Abuse Treat 2023; 144:108898. [PMID: 36270197 DOI: 10.1016/j.jsat.2022.108898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2022] [Revised: 08/07/2022] [Accepted: 10/10/2022] [Indexed: 11/27/2022]
Abstract
INTRODUCTION Motivational interviewing (MI) theory and process research highlights the role of therapist technical and relational behaviors in predicting client in-session statements for or against behavior change (i.e., change and sustain talk, respectively). These client statements, in turn, have been shown to predict intervention outcomes. The current study examines sequential associations between therapist behaviors and client change and sustain talk in a sample of Latinx individuals who engage in heavy alcohol consumption. DATA Data are from a completed randomized clinical trial of a culturally adapted (CAMI) versus unadapted MI targeting alcohol use and consequences among Latinx individuals. METHOD The study collected observational coding data with the Motivational Interviewing Skill Code (MISC 2.5, i.e., therapist behaviors and global ratings) and the Client Language Assessment - Proximal/Distal (CLA-PD, i.e., client language). Frequentist and Bayesian sequential analyses examined the relationship among nine different categories of therapist behaviors and three different categories of client language (i.e., change talk, sustain talk, neutral). We examined odds ratios and conditional probabilities for the direction, magnitude, and significance of the association between the use of MI technical behaviors and subsequent client statements about change. The study compared these same transitional associations between low/average (i.e., <4) and high (i.e., ≥4) MI Spirit sessions. RESULTS The pattern of results was replicated across both analytic frameworks. Questions and reflections about change talk versus sustain talk versus neutral statements showed greater odds of predicting the intended client response (i.e., change talk, sustain talk, neutral, respectively) compared to other possible client responses. Conditional probabilities for these transitions were high, ranging from 0.55 to.88. The magnitude of certain technical transitions significantly differed between low/average and high MI Spirit sessions. CONCLUSIONS Analyses supported the hypothesized associations between therapist use of technical MI behaviors and client change language within this Latinx sample. Analyses of MI Spirit as a moderator of these transitions showed partial support.
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Affiliation(s)
- Molly Magill
- Brown University School of Public Health, Center for Alcohol and Addiction Studies, United States of America.
| | - Justin Walthers
- Brown University School of Public Health, Center for Alcohol and Addiction Studies, United States of America
| | - Victor Figuereo
- University of Pittsburgh School of Social Work, United States of America
| | | | | | - Kristina Jackson
- Brown University School of Public Health, Center for Alcohol and Addiction Studies, United States of America
| | - Suzanne M Colby
- Brown University School of Public Health, Center for Alcohol and Addiction Studies, United States of America
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Walthers J, Janssen T, Mastroleo NR, Hoadley A, Barnett NP, Colby SM, Magill M. A Sequential Analysis of Clinician Skills and Client Change Statements in a Brief Motivational Intervention for Young Adult Heavy Drinking. Behav Ther 2019; 50:732-742. [PMID: 31208683 PMCID: PMC6582982 DOI: 10.1016/j.beth.2018.11.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2018] [Revised: 11/19/2018] [Accepted: 11/21/2018] [Indexed: 11/17/2022]
Abstract
This study examined sequential relationships between clinician skills and client statements about behavior change in a randomized clinical trial comparing a brief motivational intervention (BMI) to a relaxation training control condition (REL) in a sample of heavy drinking young adults. Clinician and client interactions (N = 167) were assessed according to two established observational rating systems. Sequential analyses examined the transitional associations between clinicians' use of MI-eliciting skills (i.e., questions and reflections), MI-supportive skills (e.g., affirmations, emphasize client autonomy, statements of support), MI-inconsistent skills (e.g., confrontations, unsolicited advice), and subsequent client statements about behavior change (i.e., change talk or sustain talk). In both conditions, clinicians' use of MI-elicitation skills operated in a manner that was largely consistent (100% in BMI; 84% in REL) with the directional relationships proposed by MI theory (i.e., The Technical Hypothesis). More detailed analyses of the BMI condition showed clinician skills were related to statements about behavior change somewhat differently in drinking compared to coping discussions. While elicitations of change talk were associated with increased odds of their intended response (i.e., distal drinking and proximal coping change talk), elicitations of proximal coping sustain talk were associated with higher odds of proximal change talk. MI-supportive skills were also associated with increased odds of proximal change talk, and instances of proximal sustain talk were rare in the sample. This fine-grained analysis presents sequential transitions to client change and sustain talk with greater classification specificity than has been previously reported. Such efforts have the potential to advance our understanding of the function of MI skills in promoting client discussions about drinking (i.e., evoking) and coping (i.e., planning) behavior change.
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Affiliation(s)
| | - Tim Janssen
- Brown University, Center for Alcohol and Addiction Studies
| | | | - Ariel Hoadley
- Brown University, Center for Alcohol and Addiction Studies
| | | | | | - Molly Magill
- Brown University, Center for Alcohol and Addiction Studies.
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Magill M, Janssen T, Mastroleo N, Hoadley A, Walthers J, Barnett N, Colby S. Motivational interviewing technical process and moderated relational process with underage young adult heavy drinkers. PSYCHOLOGY OF ADDICTIVE BEHAVIORS 2019; 33:128-138. [PMID: 30640505 PMCID: PMC6405317 DOI: 10.1037/adb0000440] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
This study tested technical and relational processes hypothesized to explain the therapeutic benefit of an efficacious brief motivational interview (BMI). A randomized controlled trial compared the efficacy of a BMI to an attention-matched control (i.e., relaxation training [REL]) for reducing heavy alcohol consumption and associated negative consequences. Participants were underage, past-month heavy drinkers recruited from community settings (N = 167; ages 17-20; 62% female; 59% White). Data were collected on session recordings, using established motivational interviewing process measures. Statistical analyses followed 3 steps. First, a latent class model determined the optimal class solution for characterizing proportion change talk means within BMI and REL. Next, the probability of proportion change talk class membership was examined as a mediator and then as a moderated mediator of BMI efficacy. The latent class model yielded a 3-class solution, including a low-increasing proportion change talk class (n = 61), a moderate-increasing proportion change talk class (n = 97), and a nonlinear proportion change talk class (n = 7). Across the outcomes examined, membership in the moderate-increasing class rather than the low-increasing class mediated BMI effects on alcohol-related consequences at 6 weeks. Mediation tests for consequences at 3 months and heavy drinking were nonsignificant. Moderated mediation results for therapist empathy and MI Spirit were nonsignificant. Findings suggest that moderate increases in prochange statements, relative to anti- or neutral-change statements, help explain BMI effects on reducing alcohol-related negative consequences soon after intervention. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
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Affiliation(s)
- Molly Magill
- Center for Alcohol and Addiction Studies, Brown University
| | - Tim Janssen
- Center for Alcohol and Addiction Studies, Brown University
| | - Nadine Mastroleo
- Department of Community and Public Affairs, Binghamton University
| | - Ariel Hoadley
- Center for Alcohol and Addiction Studies, Brown University
| | | | - Nancy Barnett
- Center for Alcohol and Addiction Studies, Brown University
| | - Suzanne Colby
- Center for Alcohol and Addiction Studies, Brown University
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Villarosa-Hurlocker MC, O'Sickey AJ, Houck JM, Moyers TB. Examining the influence of active ingredients of motivational interviewing on client change talk. J Subst Abuse Treat 2019; 96:39-45. [PMID: 30466547 PMCID: PMC6260935 DOI: 10.1016/j.jsat.2018.10.001] [Citation(s) in RCA: 55] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Revised: 09/28/2018] [Accepted: 10/01/2018] [Indexed: 11/22/2022]
Abstract
Motivational Interviewing (MI) is an evidenced-based intervention designed to help clients explore and resolve ambivalence around substance use. MI combines a humanistic tradition with behavioral components to facilitate client decisions concerning behavior change. As such, there is marked interest in the relationship between the two active ingredients of MI - the relational, or person-centered, components and the technical, or directional, behavioral components - on client in-session language. Yet, few studies have examined how these active ingredients operate in concert. Therefore, the current study evaluated the constellation of relational skills associated with client language, as well as the influence of technical skills on the relationship between provider relational skills and client change language. Specifically, we tested a latent construct of relational skill and its direct association with the proportion of client change talk. We then explored the mediating role of reflections of change and sustain talk (RefCT and RefST) on this relationship. The data for this secondary analysis are from Project ELICIT (N = 131), a randomized control trial evaluating the effects of MI training on client change language. We found support for a latent construct of relational skill (i.e., empathy, acceptance, collaboration, and autonomy/support). However, the relational skill construct did not predict client change language. There was support for an indirect effect, such that relational skills predicted RefCT and RefST, and RefCT and RefST predicted client change language. These results suggest that the synergistic implementation of the relational and technical components of MI is critical to facilitating a higher percentage of change talk.
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Affiliation(s)
- Margo C Villarosa-Hurlocker
- Center on Alcoholism, Substance Abuse, & Addictions, 2650 Yale Blvd SE, Albuquerque, NM 87106, USA; University of New Mexico, Logan Hall MSC03-2220, 1 University of New Mexico, Albuquerque, NM 87131, USA.
| | - Anthony J O'Sickey
- Center on Alcoholism, Substance Abuse, & Addictions, 2650 Yale Blvd SE, Albuquerque, NM 87106, USA; University of New Mexico, Logan Hall MSC03-2220, 1 University of New Mexico, Albuquerque, NM 87131, USA.
| | - Jon M Houck
- Center on Alcoholism, Substance Abuse, & Addictions, 2650 Yale Blvd SE, Albuquerque, NM 87106, USA; University of New Mexico, Logan Hall MSC03-2220, 1 University of New Mexico, Albuquerque, NM 87131, USA.
| | - Theresa B Moyers
- Center on Alcoholism, Substance Abuse, & Addictions, 2650 Yale Blvd SE, Albuquerque, NM 87106, USA; University of New Mexico, Logan Hall MSC03-2220, 1 University of New Mexico, Albuquerque, NM 87131, USA.
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Hallgren KA, Wilson AD, Witkiewitz K. Advancing Analytic Approaches to Address Key Questions in Mechanisms of Behavior Change Research. J Stud Alcohol Drugs 2018; 79:182-189. [PMID: 29553344 PMCID: PMC6019767 DOI: 10.15288/jsad.2018.79.182] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
OBJECTIVE Interest in studying mechanisms of behavior change (MOBCs) in substance use disorder (SUD) treatments has grown considerably in the past two decades. Much of this work has focused on identifying which variables statistically mediate the effect of SUD treatments on clinical outcomes. However, a fuller conceptualization of MOBCs will require greater understanding of questions that extend beyond traditional mediation analysis, including better understanding of when MOBCs change during treatment, when they are most critical to aiding the initiation or maintenance of change, and how MOBCs themselves arise as a function of treatment processes. METHOD In the present study, we review why these MOBC-related questions are often minimally addressed in empirical research and provide examples of data analytic methods that may address these issues. We highlight several recent studies that have used such methods and discuss how these methods can provide unique theoretical insights and actionable clinical information. RESULTS Several statistical approaches can enhance the field's understanding of the timing and development of MOBCs, including growth-curve modeling, time-varying effect modeling, moderated mediation analysis, dynamic systems modeling, and simulation methods. CONCLUSIONS Adopting greater diversity in methods for modeling MOBCs will help researchers better understand the timing and development of key change variables and will expand the theoretical precision and clinical impact of MOBC research. Advances in research design, measurement, and technology are key to supporting these advances.
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Affiliation(s)
- Kevin A. Hallgren
- Behavioral Research in Technology and Engineering (BRiTE) Center, Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, Washington,Correspondence may be sent to Kevin A. Hallgren at the Behavioral Research in Technology and Engineering (BRiTE) Center, Department of Psychiatry and Behavioral Sciences, University of Washington, 1959 NE Pacific Street, Box 356560, Seattle, WA 98195, or via email at:
| | - Adam D. Wilson
- Center on Alcoholism, Substance Abuse, and Addictions (CASAA) and Department of Psychology, University of New Mexico, Albuquerque, New Mexico
| | - Katie Witkiewitz
- Center on Alcoholism, Substance Abuse, and Addictions (CASAA) and Department of Psychology, University of New Mexico, Albuquerque, New Mexico
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Magill M, Apodaca TR, Walthers J, Gaume J, Durst A, Longabaugh R, Stout RL, Carroll KM. The Alcohol Intervention Mechanisms Scale (AIMS): Preliminary Reliability and Validity of a Common Factor Observational Rating Measure. J Subst Abuse Treat 2016; 70:28-34. [PMID: 27692185 DOI: 10.1016/j.jsat.2016.07.012] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2016] [Revised: 06/27/2016] [Accepted: 07/25/2016] [Indexed: 11/16/2022]
Abstract
The present work provides an overview, and pilot reliability and validity for the Alcohol Intervention Mechanisms Scale (AIMS). The AIMS measures therapist interventions that occur broadly across modalities of behavioral treatment for alcohol use disorder. It was developed based on identified commonalities in the function rather than content of therapist interventions in observed therapy sessions, as well as from existing observer rating systems. In the AIMS, the primary function areas are: explore (four behavior count codes), teach (five behavior count codes), and connect (three behavior count codes). Therapist behavior counts provide a frequency rating of occurrence (i.e., adherence). The three functions (explore, teach, connect) are then rated on global skillfulness, which provides a quality valence (i.e., competence) to the entire session. In the present study, three independent raters received roughly 30 hours of training on the use of the AIMS by the first author. Data were a sample of therapy session audio files from a Project MATCH clinical research site. Reliability results showed generally good performance for the measure. Specifically, 2-way mixed intraclass coefficients were 'excellent', ranging from .94 to .99 for function summary scores, while prevalence-adjusted, bias-adjusted kappa for global skillfulness measures were in the 'fair' to 'moderate' range (k=.36 to.40). Internal consistency reliability was acceptable, as were preliminary factor models by behavioral treatment function (i.e., explore, teach, connect). However, confirmatory fit for the subsequent three factor model was poor. In concurrent validity analyses, AIMS summary and skillfulness scores showed associations with relevant Project MATCH criterion measures (i.e., MATCH Tape Rating Scale) that were consistent with expectations. The AIMS is a promising and reliable observational measure of three proposed common functions of behavioral alcohol treatment.
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Affiliation(s)
- M Magill
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA.
| | - Timothy R Apodaca
- Children's Mercy Kansas City, USA; University of Missouri-Kansas City School of Medicine, USA
| | - Justin Walthers
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA
| | - Jacques Gaume
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA; Lausanne University Hospital, Lausanne, Switzerland
| | - Ayla Durst
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA
| | - Richard Longabaugh
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA
| | - Robert L Stout
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA; Pacific Institute for Research and Evaluation, Providence, RI, USA
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Magill M, Walthers J, Mastroleo NR, Gaume J, Longabaugh R, Apodaca T. Therapist and client discussions of drinking and coping: a sequential analysis of therapy dialogues in three evidence-based alcohol use disorder treatments. Addiction 2016; 111:1011-20. [PMID: 26780564 PMCID: PMC4861699 DOI: 10.1111/add.13313] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/27/2015] [Revised: 08/31/2015] [Accepted: 01/14/2016] [Indexed: 11/27/2022]
Abstract
BACKGROUND AND AIMS Research into the active ingredients of behavioral interventions for alcohol use disorders (AUD) has focused upon treatment-specific factors, often yielding disappointing results. The present study examines common factors of change in motivational enhancement therapy, cognitive-behavioral therapy and 12-Step facilitation therapy by (1) estimating transitional probabilities between therapist behaviors and subsequent client Change (CT) and Sustain (ST) Talk and (2) examining therapist skillfulness as a potential predictor of transition probability magnitude. DESIGN Secondary data analysis examined temporal associations in therapy dialogues. SETTING United States: data were from Project MATCH (Matching Alcoholism Treatments to Client Homogeneity) (1997). PARTICIPANTS One hundred and twenty-six participants who received motivational enhancement therapy, cognitive-behavioral therapy or 12-Step facilitation therapy. MEASUREMENTS Therapist behaviors were measured in three categories (exploring, teaching, connecting) and client statements included five categories (CT-distal, ST-distal, CT-proximal, ST-proximal, neutral). Therapist skillfulness was measured using a five-point ordinal scale. FINDINGS Relative to chance, therapist exploratory behaviors predicted subsequent client discussion of distal, drinking behavior [odds ratio (OR) = 1.37-1.78, P < 0.001] while suppressing discussion of proximal coping and neutral content (OR = 0.83-0.90, P < 0.01). Unexpectedly, therapist teaching suppressed distal drinking language (OR = 0.48-0.53, P < 0.001) and predicted neutral content (OR = 1.45, P < 0.001). Connecting behaviors increased both drinking and coping language, particularly language in favor of change (CT OR = 1.15-1.84, P < 0.001). Analyses of exploring and connecting skillfulness revealed that high skillfulness maximized these behaviors effect on client responses, but not teaching skillfulness. CONCLUSIONS In motivational enhancement therapy, cognitive-behavioral therapy, and 12-Step facilitation therapy for alcohol use disorders, the therapists who explore and connect with clients appear to be more successful at eliciting discussion about change than therapists who engage in teaching behavior. Therapists who are more skilled achieve better results than those who are less skilled.
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Affiliation(s)
- M. Magill
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA
| | - J. Walthers
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA
| | - NR Mastroleo
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA
| | - J. Gaume
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA,Lausanne University Hospital, Lausanne, Switzerland
| | - R. Longabaugh
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA
| | - T.R. Apodaca
- Children’s Mercy Kansas City, MO, USA,University of Missouri - Kansas City School of Medicine, MO, USA
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Bourke E, Magill M, Apodaca TR. The In-Session and Long-Term Role of a Significant Other in Motivational Enhancement Therapy for Alcohol Use Disorders. J Subst Abuse Treat 2016; 64:35-43. [PMID: 26951920 DOI: 10.1016/j.jsat.2016.01.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2015] [Revised: 01/14/2016] [Accepted: 01/18/2016] [Indexed: 11/29/2022]
Abstract
OBJECTIVE To examine how significant other (SO) language in support of or against client abstinence from alcohol influences clients' in-session speech and drinking behavior over the 9 months post-Motivational Enhancement Therapy (MET). METHOD Sequential analyses were used to examine the language of Project MATCH clients who invited an SO to participate in an MET session. Hierarchical regressions investigated the predictive relationship between SO language and clients' post-treatment drinking behavior. A cohort analytic design compared the change language of these SO-involved participants against a matched group who chose client-only therapy. RESULTS 'SO Support Change' language increased the odds of client Change Talk in the next utterance (p<.01). SO Support Change did not significantly predict reduced post-treatment drinking, whereas 'SO Against Change' significantly predicted an increase in average drinks per drinking day (DDD) across months 7-9 post-MET (p=.04). In the matched comparison, the proportion of change-related client language was comparable across the SO-involved and client-only groups. CONCLUSIONS Motivational interviewing theory was supported by the sequential association between SO and client language as well as the predictive link between SO Against Change and client drinking intensity. Given the centrality of pro-sobriety language in the literature, it was surprising that SO Support Change did not predict alcohol use outcomes. Findings are discussed in relation to contemporary treatment process research and clinical practice.
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Affiliation(s)
- Emilie Bourke
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA.
| | - Molly Magill
- Center for Alcohol and Addiction Studies, Brown University, Providence, RI, USA
| | - Timothy R Apodaca
- Children's Mercy Hospital Kansas City, University of Missouri-Kansas City School of Medicine, Kansas City, MO, USA
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