ArticlePsychological medicine2018
Socio-economic variations in the mental health treatment gap for people with anxiety, mood, and substance use disorders: results from the WHO World Mental Health (WMH) surveys.
Article in Psychological medicine, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 3 registered trials, which are not on this map. Cited by 355 papers, 14 of them syntheses that pooled it.
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.
Kintsugi Voice Device Study
Assessing the Efficacy of Metacognitive Training on Depressive Symptoms, Dysfunctional Attitudes and Metacognition in Older Adults Diagnosed With Depression
Kintsugi Voice Device SCID-5-CT Pilot Study
Who cites it
355 citing papers in PubMed, 14 syntheses or guidelines pooled it, 731 citations in OpenAlex.
- First global synthesis of heat-related mental health impacts in children and young people: a systematic review and meta-analysis.International journal of epidemiology · 2026Pooled it
- The effectiveness of second-generation mindfulness interventions on anxiety and depression: A systematic review and meta-analysis.Clinical psychology review · 2026Pooled it
- Genetic variation associated with depression in Latin American populations: a systematic review of single-nucleotide variants.Frontiers in psychiatry · 2026Pooled it
- Poverty-reduction interventions combined with psychological interventions: A systematic literature review.Scientific reports · 2025Pooled it
- Exploring the Link Between Vitamin K and Depression: A Systematic Review.Medicina (Kaunas, Lithuania) · 2025Pooled it
- Exploring depression in adults over a decade: a review of longitudinal studies.BMC psychiatry · 2025Pooled it
- Efficacy and Potential Mechanism of Chinese Herbal Formula Chaihu Shugan Powder on Animal Models of Depression: A Systematic Review and Meta-Analysis.CNS neuroscience & therapeutics · 2025Pooled it
- Resistance training for depression: a systematic review and meta-analysis of randomized controlled trials.Frontiers in psychology · 2025Pooled it
- Transgenerational transfer of genocidal trauma: a systematic review and meta-analysis.Frontiers in psychiatry · 2025Pooled it
- Gait in depression: a bibliometric analysis and knowledge mapping of research trends over the past 20 years.Frontiers in psychiatry · 2025Pooled it
- Proactive approaches to preventing postpartum depression in non-depressive pregnant women: a comprehensive scoping review.Frontiers in global women's health · 2025Pooled it
- Examining the mental health services among people with mental disorders: a literature review.BMC psychiatry · 2024Pooled it
- The Acceptability, Engagement, and Feasibility of Mental Health Apps for Marginalized and Underserved Young People: Systematic Review and Qualitative Study.Journal of medical Internet research · 2024Pooled it
- Effects of exercise on depression and anxiety in postmenopausal women: a pairwise and network meta-analysis of randomized controlled trials.BMC public health · 2024Pooled it
- Long-Term Effectiveness of Unguided Internet-Based Cognitive Behavioral Therapy on Major Depressive Disorder in Chinese Adults: Randomized Controlled Trial With a 12-Month Follow-Up.JMIR mHealth and uHealth · 2026Trial
- S-adenosylmethionine as an epigenetic treatment of depression in adults with childhood trauma.Epigenomics · 2026Trial
- A Randomised Controlled Trial on the Efficacy of Ketamine versus Electroconvulsive Therapy in Severe Depression with Suicidal Ideation.Neuropsychobiology · 2026Trial
- Prompt engineering a large language model with evidence-based persuasive features to improve confidence in mental health professionals: a pilot randomized experiment.Frontiers in public health · 2026Trial
- Mom Supporting Mom: Effective Peer Support Intervention for Women with Postpartum Psychological Distress.Psychosocial intervention · 2025Trial
- Digital interventions for depressive symptoms: a randomized clinical trial.Trends in psychiatry and psychotherapy · 2025Trial
295 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
32 authors at 20 institutions in 24 countries.
Funding
Abstract
backgroundThe treatment gap between the number of people with mental disorders and the number treated represents a major public health challenge. We examine this gap by socio-economic status (SES; indicated by family income and respondent education) and service sector in a cross-national analysis of community epidemiological survey data.
methodsData come from 16 753 respondents with 12-month DSM-IV disorders from community surveys in 25 countries in the WHO World Mental Health Survey Initiative. DSM-IV anxiety, mood, or substance disorders and treatment of these disorders were assessed with the WHO Composite International Diagnostic Interview (CIDI).
resultsOnly 13.7% of 12-month DSM-IV/CIDI cases in lower-middle-income countries, 22.0% in upper-middle-income countries, and 36.8% in high-income countries received treatment. Highest-SES respondents were somewhat more likely to receive treatment, but this was true mostly for specialty mental health treatment, where the association was positive with education (highest treatment among respondents with the highest education and a weak association of education with treatment among other respondents) but non-monotonic with income (somewhat lower treatment rates among middle-income respondents and equivalent among those with high and low incomes).
conclusionsThe modest, but nonetheless stronger, an association of education than income with treatment raises questions about a financial barriers interpretation of the inverse association of SES with treatment, although future within-country analyses that consider contextual factors might document other important specifications. While beyond the scope of this report, such an expanded analysis could have important implications for designing interventions aimed at increasing mental disorder treatment among socio-economically disadvantaged people.
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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.