SynthesisJMIR mental health2024
Application of Positive Psychology in Digital Interventions for Children, Adolescents, and Young Adults: Systematic Review and Meta-Analysis of Controlled Trials.
Synthesis in JMIR mental health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
18 citing papers in PubMed.
- An online randomised controlled trial to evaluate the effectiveness of an online intervention for parents/guardians of children aged 4-7 years old who are concerned about their children's emotional and behavioural development: EMERGENT study.Frontiers in psychology · 2026Trial
- Effects of a mobile-based self-management program on mental health in young adults: a randomized controlled trial.Frontiers in public health · 2026Trial
- A Mobile App-Based Gratitude Intervention's Effect on Mental Well-Being in University Students: Randomized Controlled Trial.JMIR mHealth and uHealth · 2025Trial
- Gentle Mind-A Podcast on Self-Compassion and Character Strengths to Enhance Well-Being in University Students: A Controlled Feasibility Study.Behavioral sciences (Basel, Switzerland) · 2026Article
- Effects of Digital Nature Interventions on Positive Psychological Outcomes: A Scoping Review.Behavioral sciences (Basel, Switzerland) · 2026Review
- Linking Perceived Hospital-Generated Content to Psychological Well-Being Through Integrated Cognitive and Emotional Resilience Mechanisms Among Emerging Adults.International journal of environmental research and public health · 2026Article
- Meta-Analysis of Psychological and Digital Interventions to Enhance Mental Health and Well-Being in Youth: A Bayesian Umbrella Review.Children (Basel, Switzerland) · 2026Review
- Coping experiences in child and adolescent rehabilitation through a novel device: A multi-method feasibility study.Journal of pediatric rehabilitation medicine · 2026Review
- GPT-Powered Chatbot-Based Positive Psychology Intervention for Well-Being Among Parents of Children With Autism Spectrum Disorder: Single-Arm Mixed Methods Study.JMIR formative research · 2026Article
- Digital Attention Bias in Cancer Survivors Intervention for Adolescent and Young Adult Cancer Survivors: Protocol for a Pilot Randomized Controlled Trial.JMIR research protocols · 2026Article
- Translating innovation into impact: a national policy dialogue on scaling and integrating evidence-based supportive text messaging into Canada's mental health care systems.Frontiers in digital health · 2026Article
- Blended mobile health and wellness coaching enhances student engagement in mental health care.Academia mental health & well-being · 2026Article
- Missing data in microrandomized trials: Challenges and opportunities.Behavior research methods · 2025Article
- Evidence for various interventions to reduce depressive symptoms for children and adolescents: protocol of a global evidence and gap map.Systematic reviews · 2025Article
- Effects of 12-Week Infant Shantala Massage Program on Maternal Emotional Well-Being Following First-Time Birth.Healthcare (Basel, Switzerland) · 2025Article
- Wellbeing skills strengthening as a model for healthy adolescent digital technology use.Annals of the New York Academy of Sciences · 2025Review
- Needs and Preferences of Swedish Young Adults for a Digital App Promoting Mental Health Literacy, Occupational Balance, and Peer Support: Qualitative Interview Study.JMIR formative research · 2025Article
- [Advances in the application of digital cognitive behavioral therapy in adolescent mental health issue interventions].Zhong nan da xue xue bao. Yi xue ban = Journal of Central South University. Medical sciencesReview
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
Abstract
backgroundThe rising prevalence of mental health issues in children, adolescents, and young adults has become an escalating public health issue, impacting approximately 10%-20% of young people on a global scale. Positive psychology interventions (PPIs) can act as powerful mental health promotion tools to reach wide-ranging audiences that might otherwise be challenging to access. This increased access would enable prevention of mental disorders and promotion of widespread well-being by enhancing self-efficacy, thereby supporting the achievement of tangible objectives.
objectiveWe aimed to conduct a comprehensive synthesis of all randomized controlled trials and controlled trials involving children, adolescents, and young adults, encompassing both clinical and nonclinical populations, to comprehensively evaluate the effectiveness of digital PPIs in this age group.
methodsAfter a literature search in 9 electronic databases until January 12, 2023, and gray literature until April 2023, we carried out a systematic review of 35 articles, of which 18 (51%) provided data for the meta-analysis. We included randomized controlled trials and controlled trials mainly based on web-based, digital, or smartphone-based interventions using a positive psychology framework as the main component. Studies included participants with a mean age of <35 years. Outcomes of PPIs were classified into indicators of well-being (compassion, life satisfaction, optimism, happiness, resilience, emotion regulation and emotion awareness, hope, mindfulness, purpose, quality of life, gratitude, empathy, forgiveness, motivation, and kindness) and ill-being (depression, anxiety, stress, loneliness, and burnout). PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines were used for the selection of studies and data extraction. Quality assessment was performed following the CONSORT (Consolidated Standards of Reporting Trials) guidelines.
resultsFor well-being outcomes, meta-analytic results showed that PPIs augmented the feeling of purpose, gratitude, and hope (Hedges g=0.555), compassion (Hedges g=0.447), positive coping behaviors (Hedges g=0.421), body image-related outcomes (Hedges g=0.238), and positive mindset predisposition (Hedges g=0.304). For ill-being outcomes, PPIs reduced cognitive biases (Hedges g=-0.637), negative emotions and mood (Hedges g=-0.369), and stress levels (Hedges g=-0.342). Of note, larger effect sizes were found when a waiting list control group was considered versus a digital control group. A funnel plot showed no publication bias. Meta-regression analyses showed that PPIs tended to show a larger effect size on well-being outcomes in studies including young adults, whereas no specific effect was found for ill-being outcomes.
conclusionsRevised evidence suggests that PPIs benefit young people's well-being and mitigate ill-being symptoms. Digital platforms offer a unique way to address their mental health challenges, although not without limitations. Future research should explore how they work for the needs of the young population and further examine what specific PPIs or combination of interventions is most beneficial with respect to other digital control groups.
trial registrationPROSPERO International Prospective Register of Systematic Reviews CRD42023420092; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=420092.
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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.