ReviewmHealth2023
Updated taxonomy of digital mental health interventions: a conceptual framework.
Review in mHealth, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers, 3 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
20 citing papers in PubMed, 3 syntheses or guidelines pooled it, 27 citations in OpenAlex.
- Digital Mental Health Interventions for University Students With Mental Health Difficulties: A Systematic Review and Meta-Analysis.Early intervention in psychiatry · 2025Pooled it
- Universal digital mental health interventions for children and youth: a scoping review.Frontiers in digital health · 2025Pooled it
- Self-Administered Interventions Based on Natural Language Processing Models for Reducing Depressive and Anxiety Symptoms: Systematic Review and Meta-Analysis.JMIR mental health · 2024Pooled it
- Activating perceived social support combined with diluting loneliness: Effects of the personal resources energized intervention program (PREIP) on problematic smartphone use among adolescents.Journal of behavioral addictions · 2025Trial
- Self-help mobile messaging intervention for depression among older adults in resource-limited settings: a randomized controlled trial.Nature medicine · 2024Trial
- Psychotherapeutic Competencies in Blended Care Psychotherapy: Development of a Competence Framework.JMIR mental health · 2026Article
- 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
- Social Network Factors Associated with the Intention to Use Digital Mental Health Interventions Among AANHPI Emerging Adults: Application and Integration of the Network Episode Model.Research square · 2026Article
- Factors Associated with Intention to Use Digital Mental Health Interventions Among AANHPI Emerging Adults in the United States: Application of the Seeking Mental Health Care Model.Research square · 2026Article
- Bridging the Mental Health Care Gap for International Students via Digital Interventions: Conceptual Foundations and a Five-Stage Model for Culturally Sensitive Design.Counselling psychology quarterly · 2026Article
- Comparative efficacy of digital health interventions for depression and anxiety symptoms in adolescents and young adults: a systematic review and bayesian network meta-analysis.Child and adolescent psychiatry and mental health · 2026Article
- Digital mental health needs a purpose-driven approach.Nature human behaviour · 2026Review
- A Proposed Taxonomy to Holistically Classify Employee Mental Health Programs: Qualitative Taxonomy Development Study.Interactive journal of medical research · 2025Article
- Artificial Intelligence Methods and Digital Intervention Strategies for Predicting and Managing Chronic Obstructive Pulmonary Disease Exacerbations: An Umbrella Review.Healthcare (Basel, Switzerland) · 2025Review
- Application of the Supportive Accountability Model in Digital Health Interventions: Scoping Review.Journal of medical Internet research · 2025Article
- Acceptance of online therapy for children and adolescents with digital media use disorders: perspectives from child and adolescent psychiatrists and psychotherapists in Germany.European child & adolescent psychiatry · 2025Article
- Toward a New Conceptual Framework for Digital Mental Health Technologies: Scoping Review.JMIR mental health · 2025Article
- The concept of the digital therapeutic garden and its psychological effects.Frontiers in psychology · 2025Article
- Digital Mental Health Interventions for Adolescents in Low- and Middle-Income Countries: Scoping Review.Journal of medical Internet research · 2024Article
- How Individuals Seeking Help for Substance Use Disorder Adjusted to Virtual 12-Step Meetings During the COVID-19 Pandemic.Inquiry : a journal of medical care organization, provision and financingArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Most individuals at risk for or already experiencing mental disorders have no access to mental health care. Digital mental health interventions (DMHIs) can be effective in preventing and treating mental disorders. A taxonomy of digital interventions was previously proposed to organize the different types of digital tools being developed to expand mental health service delivery. This article updates that framework and presents illustrations for four types of digital interventions specific to mental health and revises their definitions. The illustrations primarily focus on studies that include populations underrepresented in the literature to highlight the potential of DMHIs to reduce health disparities. Provider administered DMHIs (Type 1) and provider administered DMHIs with blended digital adjuncts (Type 2) are offered within a healthcare system. Self-help human supported/guided DMHIs with therapeutic or technical guidance (Type 3) are offered outside a healthcare system. And self-help fully automated DMHIs (Type 4) are interventions similar to self-help books, do not involve human support and are also offered outside a healthcare system. Type 1, 2, and 3 interventions are consumable, they require human time to administer and are limited by the number of hours a health care provider or guide (to promote adherence) is available. Type 4 interventions are non-consumable because these can be used an unlimited number of times anytime anywhere in the world without human interaction. Identifying DMHIs as belonging to one of these categories can promote the development of each category, guide future reviews and help disseminate those DMHIs to as many people as possible.
Indexed as
Identifiers
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.