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Smartphone-Delivered Attentional Bias Modification Training for Mental Health: Systematic Review and Meta-Analysis
Bilikis Banire1,2, Matt Orr3, Hailey Burns4
1Department of Psychiatry, Faculty of Medicine, Dalhousie University, Halifax, NS, Canada.
JMIR Mental Health
|September 2, 2024
Summary
Smartphone-delivered attentional bias modification training (ABMT) shows promise for mental health. Both active and placebo interventions effectively reduce symptoms, with active ABMT also reducing attentional bias.
Area of Science:
- Digital Mental Health
- Behavioral Psychology
- Clinical Psychology
Background:
- Smartphone-delivered attentional bias modification training (ABMT) is a popular remote intervention for mental health issues.
- Existing research on smartphone ABMT yields mixed results regarding efficacy.
Purpose of the Study:
- To systematically review and meta-analyze the impact of smartphone-delivered ABMT on attentional bias and mental health symptoms.
- To examine how design approaches, administration methods, gamification, and stimulus types influence intervention outcomes for anxiety and depression.
Main Methods:
- A systematic search of 4 databases (MEDLINE, PsycINFO, PubMed, Scopus) from 2014-2023.
- Study selection, data extraction, and appraisal followed PRISMA guidelines.
- Meta-analysis using standardized mean differences and moderator analyses (sensitivity, subgroup, meta-regression).
Main Results:
- Included 12 papers (24,503 participants); meta-analysis on 20 study samples from 11 papers.
- Active ABMT significantly reduced mental health symptoms (Hedges g = -0.18, P=.03) and attentional bias (Hedges g = -0.17, P=.004).
- Placebo ABMT significantly reduced mental health symptoms (Hedges g = -0.38, P=.008) but not attentional bias (Hedges g = -0.04, P=.66).
Conclusions:
- Both active and placebo smartphone-delivered ABMT interventions hold value in mental health care.
- Tailoring interventions to specific threat stimuli and optimizing exposure duration are key for efficacy.
- Personalized approaches are essential for effectively reducing attentional bias and mental health symptoms.
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