ArticleCurrent treatment options in psychiatry2019
Digital Innovations for Global Mental Health: Opportunities for Data Science, Task Sharing, and Early Intervention.
Article in Current treatment options in psychiatry, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05415306 (An Emoji-based Attention Bias Modification Intervention for Depressive Symptom Severity in Young Adults), which is not on this map. Cited by 49 papers, 6 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.
An Emoji-based Attention Bias Modification Intervention for Depressive Symptom Severity in Young Adults
Who cites it
49 citing papers in PubMed, 6 syntheses or guidelines pooled it, 100 citations in OpenAlex.
- Smartphone apps for mental health: systematic review of the literature and five recommendations for clinical translation.BMJ open · 2025Pooled it
- Stress management interventions for university students in low-and middle-income countries: a systematic review and meta-analysis.Frontiers in digital health · 2025Pooled it
- Methodologies for Monitoring Mental Health on Twitter: Systematic Review.Journal of medical Internet research · 2023Pooled it
- Self-Management of Subclinical Common Mental Health Disorders (Anxiety, Depression and Sleep Disorders) Using Wearable Devices.International journal of environmental research and public health · 2023Pooled it
- Remote mental health care interventions during the COVID-19 pandemic: An umbrella review.Behaviour research and therapy · 2022Pooled it
- Economic Evaluations of Internet-Based Psychological Interventions for Anxiety Disorders and Depression: A Systematic Review.Journal of affective disorders · 2021Pooled it
- Digital Training for Non-Specialist Health Workers to Deliver a Brief Psychological Treatment for Depression in Primary Care in India: Findings from a Randomized Pilot Study.International journal of environmental research and public health · 2020Trial
- Preferences for Digital Mental Health Services in Urban China: A Discrete Choice Experiment.Applied health economics and health policy · 2026Article
- Digital mental health needs a purpose-driven approach.Nature human behaviour · 2026Review
- Preliminary effectiveness of the youth empowerment digital intervention (YEDI): A pilot clustered community study of a group cognitive behavioral therapy intervention with digital reinforcement among youth in Kenya's informal settlements.Global mental health (Cambridge, England) · 2026Article
- An Ubuntu-guided large language model framework for cognitive behavioral mental health dialogue.Frontiers in digital health · 2026Article
- Suicide prevention program on suicidal behaviors and mental wellbeing among school aged adolescents: a scoping review.Frontiers in public health · 2025Article
- Digital Mental Health Interventions for Adolescents in Low- and Middle-Income Countries: Scoping Review.Journal of medical Internet research · 2024Article
- The Lancet Psychiatry Commission: transforming mental health implementation research.The lancet. Psychiatry · 2024Review
- Digital psychiatry in low-and-middle-income countries: New developments and the way forward.World journal of psychiatry · 2024Review
- Task Sharing and Remote Delivery of Brief Interpersonal Counseling for Venezuelan Migrants and Refugees Living in Peru during the COVID-19 Pandemic: A Mixed-Methods Pilot Study.International journal of environmental research and public health · 2024Article
- Emergency department clinicians' views on implementing psychosocial care following acute paediatric injury: a qualitative study.European journal of psychotraumatology · 2024Article
- Digital mental health interventions for treating mental disorders in young people based in low-and middle-income countries: A systematic review of the literature.Global mental health (Cambridge, England) · 2024Review
- Adapting and deploying a digital program for training non-specialist providers on a brief psychological intervention for depression in rural Gujarat, India.PLOS global public health · 2024Article
- When I am sixty-four… evaluating language markers of well-being in healthy aging narratives.PloS one · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 6 institutions in 3 countries.
Funding
Abstract
purposeGlobally, individuals living with mental disorders are more likely to have access to a mobile phone than mental health care. In this commentary, we highlight opportunities for expanding access to and use of digital technologies to advance research and intervention in mental health, with emphasis on the potential impact in lower resource settings. RECENT
findingsDrawing from empirical evidence, largely from higher income settings, we considered three emerging areas where digital technology will potentially play a prominent role: supporting methods in data science to further our understanding of mental health and inform interventions, task sharing for building workforce capacity by training and supervising non-specialist health workers, and facilitating new opportunities for early intervention for young people in lower resource settings. Challenges were identified related to inequities in access, threats of bias in big data analyses, risks to users, and need for user involvement to support engagement and sustained use of digital interventions. SUMMARY: For digital technology to achieve its potential to transform the ways we detect, treat, and prevent mental disorders, there is a clear need for continued research involving multiple stakeholders, and rigorous studies showing that these technologies can successfully drive measurable improvements in mental health outcomes.
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What OpenQuestion holds
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.