Evidence map›Paper›PMID 38099412›Full record

ReviewAlcohol, clinical & experimental research2024

Beyond mediators: A critical review and methodological path forward for studying mechanisms in alcohol use treatment research.

Samuel N Meisel, Cassandra L Boness, Robert Miranda, Katie Witkiewitz

Abstract readReview
In one paragraph

Review in Alcohol, clinical & experimental research, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Trial
  2. Do posttreatment increases in social recovery capital mediate the relationship between lower internalizing symptoms and less substance use?Psychology of addictive behaviors : journal of the Society of Psychologists in Addictive Behaviors · 2026
    Article
  3. Article
  4. Article
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

4 authors.

Samuel N MeiselE. P. Bradley Hospital, Riverside, Rhode Island, USA.ORCID https://orcid.org/0000-0003-2298-3653
Cassandra L BonessCenter on Alcohol, Substance use, And Addictions, University of New Mexico, Albuquerque, New Mexico, USA.ORCID https://orcid.org/0000-0001-8734-193X
Robert MirandaE. P. Bradley Hospital, Riverside, Rhode Island, USA.ORCID https://orcid.org/0000-0001-6418-6148
Katie WitkiewitzCenter on Alcohol, Substance use, And Addictions, University of New Mexico, Albuquerque, New Mexico, USA.ORCID https://orcid.org/0000-0002-1086-3067

Funding

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
Mentored Patient-Oriented Research on Adolescent Alcohol Misuse and TreatmentK24AA026326 · NIAAA · BROWN UNIVERSITY · PI ROBERT MIRANDA · 2018 to 2026
$1.7M
Measurement and Multimethod Validation of Alcohol Use Disorder Etiologic MechanismsK08AA030301 · NIAAA · UNIVERSITY OF NEW MEXICO · PI Cassandra Lee Boness · 2022 to 2026
$1.1M
Assessing Parenting at the Momentary Level to Understand Parenting Behaviors that Contribute to Improved Treatment Outcomes for Youth with Co-Occurring DisordersK99AA030030 · NIAAA · EMMA PENDLETON BRADLEY HOSPITAL · PI MEISEL, SAMUEL NOAH · 2022 to 2023
$365k
NIAAA NIH HHS K08 AA030301NIAAA NIH HHS K08AA030301NIAAA NIH HHS K24 AA026326NIAAA NIH HHS K24AA026326NIAAA NIH HHS K99 AA030030NIAAA NIH HHS K99AA030030NIAAA NIH HHS R01 AA022328NIAAA NIH HHS R01AA022328
6 · The paper itself

Abstract

Understanding how treatments for alcohol use disorder (AUD) facilitate behavior change has long been recognized as an important area of research for advancing clinical care. However, despite decades of research, the specific mechanisms of change for most AUD treatments remain largely unknown because most prior work in the field has focused only on statistical mediation. Statistical mediation is a necessary but not sufficient condition to establish evidence for a mechanism of change. Mediators are intermediate variables that account statistically for the relationship between independent and dependent variables, whereas mechanisms provide more detailed explanations of how an intervention leads to a desired outcome. Thus, mediators and mechanisms are not equivalent. To advance mechanisms of behavior change research, in this critical review we provide an overview of methodological shortfalls of existing AUD treatment mechanism research and introduce an etiologically informed precision medicine approach that facilitates the testing of mechanisms of behavior change rather than treatment mediators. We propose a framework for studying mechanisms in alcohol treatment research that promises to facilitate our understanding of behavior change and precision medicine (i.e., for whom a given mechanism of behavior change operates and under what conditions). The framework presented in this review has several overarching goals, one of which is to provide a methodological roadmap for testing AUD recovery mechanisms. We provide two examples of our framework, one pharmacological and one behavioral, to facilitate future efforts to implement this methodological approach to mechanism research. The framework proposed in this critical review facilitates the alignment of AUD treatment mechanism research with current theories of etiologic mechanisms, precision medicine efforts, and cross-disciplinary approaches to testing mechanisms. Although no framework can address all the challenges related to mechanisms research, our goal is to help facilitate a shift toward more rigorous and falsifiable behavior change research.

Indexed as

alcohol use disordermediationprecision medicinetreatment mechanisms

Identifiers

PMID38099412
PMCPMC10922633

What Socratic holds

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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 Socratic graph.