SynthesisFrontiers in digital health2021
Effect of Engagement With Digital Interventions on Mental Health Outcomes: A Systematic Review and Meta-Analysis.
Synthesis in Frontiers in digital health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06455397 (Implementing BEAM), which is not on this map. Cited by 173 papers, 17 of them syntheses that pooled 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.
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.
Implementing BEAM: An mHealth Tool to Prevent Mental Health Problems and Improve Developmental Outcomes in Young Children
Who cites it
173 citing papers in PubMed, 17 syntheses or guidelines pooled it.
- Factors Influencing the Initiation and Continued Engagement of Digital Mental Health Tools Among Adults: Theory of Planned Behavior-Informed Systematic Review.JMIR mental health · 2026Pooled it
- Effectiveness of Digital Health Interventions on Body Weight and Dietary Intake Outcomes Among Culturally and Linguistically Diverse (CALD) and Indigenous Populations: A Systematic Review.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2026Pooled it
- Association between user engagement and clinical outcomes in smartphone apps for depression and anxiety: A systematic review and meta-analysis.Psychiatry research · 2026Pooled it
- Optimizing Workplace Digital Mental Health Interventions: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- Effectiveness of digital psychological and psychoeducational interventions to prevent anxiety: Systematic review and meta-analysis of randomized controlled trials.Psychological medicine · 2025Pooled it
- Beyond Clicks: A Systematic Review of How Engagement is Defined, Predicted, and Linked to Child Outcomes in Self-directed eHealth Preventive Parenting Programs.Prevention science : the official journal of the Society for Prevention Research · 2025Pooled it
- Digital Interventions and Mental Health Outcomes in Patients With Cancer: Systematic Review and Meta-Analysis.JMIR cancer · 2025Pooled it
- Digital Mental Health Interventions for the Prevention and Treatment of Social Anxiety Disorder in Children, Adolescents, and Young Adults: Systematic Review and Meta-Analysis of Randomized Controlled Trials.Journal of medical Internet research · 2025Pooled it
- Digital Mental Health Interventions for University Students With Mental Health Difficulties: A Systematic Review and Meta-Analysis.Early intervention in psychiatry · 2025Pooled it
- Digital Health Solutions for Cardiovascular Disease Prevention: Systematic Review.Journal of medical Internet research · 2025Pooled it
- Barriers to and facilitators of user engagement with web-based mental health interventions in young people: a systematic review.European child & adolescent psychiatry · 2025Pooled it
- Universal digital mental health interventions for children and youth: a scoping review.Frontiers in digital health · 2025Pooled it
- Opportunities and challenges in leveraging digital technology for mental health system strengthening: a systematic review to inform interventions in the United Arab Emirates.BMC public health · 2024Pooled it
- Evaluation of Digital Mental Health Technologies in the United States: Systematic Literature Review and Framework Synthesis.JMIR mental health · 2024Pooled it
- The Effect of Digital Mental Health Literacy Interventions on Mental Health: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2024Pooled it
- Skill Enactment and Knowledge Acquisition in Digital Cognitive Behavioral Therapy for Depression and Anxiety: Systematic Review of Randomized Controlled Trials.Journal of medical Internet research · 2023Pooled it
- Design Features Associated With Engagement in Mobile Health Physical Activity Interventions Among Youth: Systematic Review of Qualitative and Quantitative Studies.JMIR mHealth and uHealth · 2023Pooled it
- Using a Person-Centred Approach to Adapt a Digital Therapy for Inflammatory Bowel Disease (COMPASS-IBD).Health expectations : an international journal of public participation in health care and health policy · 2026Trial
- Smartphone CBT engagement and depressive symptoms: secondary analysis of the RESiLIENT trial using a time-varying exposure approach.Psychological medicine · 2026Trial
- Who engages? Machine learning insights into digital mindfulness-based intervention for generalized anxiety disorder.Journal of affective disorders · 2026Trial
113 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Digital mental health interventions (DMHIs) present a promising way to address gaps in mental health service provision. However, the relationship between user engagement and outcomes in the context of these interventions has not been established. This study addressed the current state of evidence on the relationship between engagement with DMHIs and mental health outcomes. MEDLINE, PsycINFO, and EmBASE databases were searched from inception to August 1, 2021. Original or secondary analyses of randomized controlled trials (RCTs) were included if they examined the relationship between DMHI engagement and post-intervention outcome(s). Thirty-five studies were eligible for inclusion in the narrative review and 25 studies had sufficient data for meta-analysis. Random-effects meta-analyses indicated that greater engagement was significantly associated with post-intervention mental health improvements, regardless of whether this relationship was explored using correlational [
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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.