Evidence map›Paper›PMID 29553344›Full record

ArticleJournal of studies on alcohol and drugs2018

Advancing Analytic Approaches to Address Key Questions in Mechanisms of Behavior Change Research.

Kevin A Hallgren, Adam D Wilson, Katie Witkiewitz

Abstract read
In one paragraph

Article in Journal of studies on alcohol and drugs, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.

0numbers the graph read from it
0cells of the map it votes in
20citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

20 citing papers in PubMed.

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  5. Dynamic associations between cannabis use and sleep in adolescents and young adults during a cannabis intervention trial.Journal of research on adolescence : the official journal of the Society for Research on Adolescence · 2025
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  6. Mechanisms of Behavior Change in Adolescent Substance Use Treatment: A Systematic Review of Treatment Mediators and Recommendations for Advancing Future Research.Clinical psychology : a publication of the Division of Clinical Psychology of the American Psychological Association · 2024
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Kevin A HallgrenBehavioral Research in Technology and Engineering (BRiTE) Center, Department of Psychiatry and Behavioral Sciences, University of Washington, Seattle, Washington.
Adam D WilsonCenter on Alcoholism, Substance Abuse, and Addictions (CASAA) and Department of Psychology, University of New Mexico, Albuquerque, New Mexico.
Katie WitkiewitzCenter on Alcoholism, Substance Abuse, and Addictions (CASAA) and Department of Psychology, University of New Mexico, Albuquerque, New Mexico.

Funding

Alcohol Research Training: Methods & MechanismsT32AA018108 · NIAAA · UNIVERSITY OF NEW MEXICO · PI Katie A Witkiewitz · 2010 to 2026
$5.6M
Precision Medicine and Recovery in a Telehealth Treatment Program for Alcohol Use DisorderR01AA022328 · NIAAA · UNIVERSITY OF NEW MEXICO · PI Katie A Witkiewitz · 2013 to 2026
$3.1M
Mechanisms of Behavior Change in Alcohol Use Disorder TreatmentR01AA025539 · NIAAA · UNIVERSITY OF NEW MEXICO · PI TOFIGHI, DAVOOD, WITKIEWITZ, KATIE A · 2017 to 2021
$2.1M
Developing a tool to assess, provide feedback, and facilitate discussion of mechanisms of change in frontline addiction treatmentK01AA024796 · NIAAA · UNIVERSITY OF WASHINGTON · PI HALLGREN, KEVIN A. · 2016 to 2020
$870k
Roadmap to Study Mechanisms of Behavior Change in AddictionsU13AA024013 · NIAAA · UNIVERSITY OF NEW MEXICO · PI KARNO, MITCHELL P, WITKIEWITZ, KATIE A · 2015 to 2019
$183k
NIAAA NIH HHS K01 AA024796NIAAA NIH HHS R01 AA022328NIAAA NIH HHS R01 AA025539NIAAA NIH HHS T32 AA018108NIAAA NIH HHS U13 AA024013
6 · The paper itself

Abstract

objectiveInterest 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.

methodIn 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.

resultsSeveral 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.

conclusionsAdopting 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.

Indexed as

Research DesignHumansNegotiatingSubstance-Related Disorders

Identifiers

PMID29553344
PMCPMC6019767

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.