Evidence map›Paper›PMID 41620760›Full record

ArticleAddiction science & clinical practice2026

"A tool in a toolbox": patient engagement with a gamified and personalised approach bias modification app to reduce harmful alcohol consumption - a qualitative study.

Victoria Manning, Mietta C L Bell, Joshua B B Garfield, Josephine C B Paxie, Adam Rubenis, Ariel D Roxburgh, Hugh Piercy, Danielle Whelan, Dan I Lubman, Michael Savic

Registry-linked trialAbstract read
In one paragraph

Article in Addiction science & clinical practice, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05120856 (AAT-App Trial), which is not on this map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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.

NCT05120856 nacompletednot on this map

AAT-App Trial: A Clinical Trial of a "Brain-training" Smartphone App to Help Reduce Alcohol Use in People Accessing Outpatient Alcohol Treatment

TypeinterventionalSponsorTurning PointRan2022 to 2024Enrolled82ConditionsAlcohol Use Disorder (AUD)ArmsAAT-App, Minimal AAT-App
3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Trial
  2. Trial
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

10 authors.

Victoria ManningMonash Addiction Research Centre, Eastern Health Clinical School, Monash University, Turning Point, 110 Church Street, Richmond, VIC, 3121, Australia. victoria.manning@monash.edu.
Mietta C L BellMonash Addiction Research Centre, Eastern Health Clinical School, Monash University, Turning Point, 110 Church Street, Richmond, VIC, 3121, Australia.
Joshua B B GarfieldMonash Addiction Research Centre, Eastern Health Clinical School, Monash University, Turning Point, 110 Church Street, Richmond, VIC, 3121, Australia.
Josephine C B PaxieMonash Addiction Research Centre, Eastern Health Clinical School, Monash University, Turning Point, 110 Church Street, Richmond, VIC, 3121, Australia.
Adam RubenisTurning Point, Eastern Health, 110 Church Street, Richmond, VIC, 3121, Australia.
Ariel D RoxburghMonash Addiction Research Centre, Eastern Health Clinical School, Monash University, Turning Point, 110 Church Street, Richmond, VIC, 3121, Australia.
Hugh PiercyMonash Addiction Research Centre, Eastern Health Clinical School, Monash University, Turning Point, 110 Church Street, Richmond, VIC, 3121, Australia.
Danielle WhelanMonash Addiction Research Centre, Eastern Health Clinical School, Monash University, Turning Point, 110 Church Street, Richmond, VIC, 3121, Australia.
Dan I LubmanMonash Addiction Research Centre, Eastern Health Clinical School, Monash University, Turning Point, 110 Church Street, Richmond, VIC, 3121, Australia.
Michael SavicMonash Addiction Research Centre, Eastern Health Clinical School, Monash University, Turning Point, 110 Church Street, Richmond, VIC, 3121, Australia.

Funding

Alcohol and Drug Research Innovation Agenda 045National Health and Medical Research Council 2009851
6 · The paper itself

Abstract

backgroundApproach Bias Modification (ApBM) is a recommended adjunctive intervention during residential treatment for Alcohol Use Disorder (AUD), and there are also promising findings for ApBM as an adjunctive intervention for people in outpatient treatment. ApBM can be delivered via smartphone apps, yet little is known about how people interact with and interpret ApBM apps. We adopted an ‘evidence-making intervention’ approach to qualitatively explore experiences of an AUD ApBM app, to guide implementation in real-world settings. Whilst evidence-based research is mostly concerned with whether trials show that ApBM reduces approach bias and relapse/alcohol use, evidence-making research is concerned with how things like trial design, measures, contexts, and narratives of participants shape our understanding of ApBM’s effectiveness.

methods20 participants (12 men, 8 women; mean age 52.1 years) from two randomised controlled trials of a personalised and gamified ApBM app (10 outpatient, 10 residential rehabilitation) completed semi-structured phone interviews exploring their experiences with the app, its perceived effects, and its alignment with other treatment options. Common themes were identified using thematic analysis.

resultsParticipants engaged with the app in several ways, with four primary themes identified. The first, context and structure of app use (part of daily routines), with preferred times of day and locations for use, to support habit formation. Second, gendered responses to gamification elements shaped participant engagement with the intervention, with male participants framing it more as a game, and females tending to describe it as monotonous. The third theme encompassed participants’ multiple perceptions of how the app works, including as: a craving distraction tool; reinforcing recovery goals and life beyond alcohol use; assisting with countering the effects of environmental alcohol-related triggers; and affecting subconscious processes. The fourth theme related to participants’ feelings that the app was complementary to other addiction treatment and support.

conclusionsParticipants interpreted and applied ApBM in ways that went beyond the primary intentions of the app, with most perceiving it as a useful supplement to other forms of AUD support. These findings highlight the importance of exploring user experiences and incorporating consumer feedback in future app design to improve the implementation of this brief, convenient, low-cost intervention.

trial registrationThe Outpatient project was prospectively registered with ClinicalTrials.gov on November 11, 2021, registration number NCT05120856 https://clinicaltrials.gov/ct2/show/NCT05120856 . The Rehabilitation project was prospectively registered with the Australian New Zealand Clinical Trials Registry on September 15 2022, registration number ACTRN12622001245785 https://anzctr.org.au/Trial/Registration/TrialReview.aspx?ACTRN=12622001245785 .

Indexed as

AlcoholismMobile ApplicationsPatient ParticipationAdultAgedFemaleHumansMaleMiddle AgedQualitative ResearchAddiction treatmentAlcohol use disorderApproach bias modificationCognitive bias modificationGenderQualitative researchSmartphone app

Identifiers

PMID41620760
PMCPMC12874785

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

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.