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.
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.
What it found
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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.
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.
AAT-App Trial: A Clinical Trial of a "Brain-training" Smartphone App to Help Reduce Alcohol Use in People Accessing Outpatient Alcohol Treatment
Who cites it
2 citing papers in PubMed.
- Approach With Caution: A Pilot Randomised Controlled Trial of Approach Bias Modification for People Undergoing Residential Treatment for Methamphetamine Use Disorder.Drug and alcohol review · 2026Trial
- The Effect of Smartphone-Delivered Approach Bias Modification Training on Relapse Among Patients Leaving Residential Alcohol Treatment: A Randomised Controlled Trial.Substance abuse and rehabilitation · 2026Trial
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
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 .
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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.