ReviewNpj mental health research2023
Digital transformation of mental health services.
Review in Npj mental health research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 85 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
85 citing papers in PubMed, 6 syntheses or guidelines pooled it.
- Generative AI in Youth Mental Health Apps: Rapid Review.JMIR mental health · 2026Pooled it
- Digital Therapeutics for People with Schizophrenia Spectrum Disorders: A Systematic Literature Review of Their Effect on Symptoms and Functioning.Schizophrenia bulletin · 2026Pooled it
- "First, do no harm" in the digital era: examining the practicality of the European Health Data Space proposal and ethical implications of artificial intelligence: A systematic literature review.BMC medical ethics · 2026Pooled it
- Generative AI Mental Health Chatbots as Therapeutic Tools: Systematic Review and Meta-Analysis of Their Role in Reducing Mental Health Issues.Journal of medical Internet research · 2025Pooled it
- Positive association between Internet use and mental health among adults aged ≥50 years in 23 countries.Nature human behaviour · 2025Pooled it
- Non-verbal behaviours as predictors for treatment response in patients with depression or schizophrenia: a systematic review.Frontiers in psychiatry · 2025Pooled it
- A pre-post pilot feasibility study of the MindBia web-based nutrition intervention for individuals with severe mental illness: Study protocol.PLOS digital health · 2026Article
- Towards Human-Centered Digital Health Interventions.The Psychiatric clinics of North America · 2026Review
- Barriers, Facilitators, Attitudes, and Preferences Toward Digital Mental Health Interventions Among Patients with Severe Mental Illness and Their Caregivers: A Qualitative Exploration from a Low- and Middle-income Setting.Indian journal of psychological medicine · 2026Article
- From impact factor to human factor: the rise of humanness in the age of intelligent machines.Npj mental health research · 2026Article
- Article
- Systematic Review: Culturally Tailored Digital Substance Use Prevention Interventions for Black Adolescents.JAACAP open · 2026Review
- Therapists' Professional Roles in Guided Internet-Delivered Cognitive Behavioral Therapy in Specialized Mental Health Care: Interview and Observational Study With Health Care Professionals.Journal of medical Internet research · 2026Observational
- Toward hybrid mental health care: an early health technology assessment based on stakeholder analysis and economic simulations.International journal of technology assessment in health care · 2026Article
- Real-World Engagement With a Generative AI Conversational Agent for Mental Health Support: Retrospective Descriptive Study.JMIR formative research · 2026Article
- Building evidence on digital psychotherapies for adults living with depression: a systematic scoping review of populations, interventions and design features of ongoing and planned randomised controlled trials.BMJ mental health · 2026Article
- Young people's perceptions and recommendations for conversational generative artificial intelligence in youth mental health.NPJ digital medicine · 2026Article
- How Does Internet Use Affect Mental Health of Rural Residents? The Mediating Role of the Neighborhood Social Environment.Behavioral sciences (Basel, Switzerland) · 2026Article
- Children's perspectives on preventive youth health services: a focus group study among Dutch children.BMC health services research · 2026Article
- Comprehensive Model for Mental health Access and service use (CoMMA): A process model for technology-enhanced mental healthcare.Internet interventions · 2026Review
25 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
6 authors.
Funding
Abstract
This paper makes a case for digital mental health and provides insights into how digital technologies can enhance (but not replace) existing mental health services. We describe digital mental health by presenting a suite of digital technologies (from digital interventions to the application of artificial intelligence). We discuss the benefits of digital mental health, for example, a digital intervention can be an accessible stepping-stone to receiving support. The paper does, however, present less-discussed benefits with new concepts such as 'poly-digital', where many different apps/features (e.g. a sleep app, mood logging app and a mindfulness app, etc.) can each address different factors of wellbeing, perhaps resulting in an aggregation of marginal gains. Another benefit is that digital mental health offers the ability to collect high-resolution real-world client data and provide client monitoring outside of therapy sessions. These data can be collected using digital phenotyping and ecological momentary assessment techniques (i.e. repeated mood or scale measures via an app). This allows digital mental health tools and real-world data to inform therapists and enrich face-to-face sessions. This can be referred to as blended care/adjunctive therapy where service users can engage in 'channel switching' between digital and non-digital (face-to-face) interventions providing a more integrated service. This digital integration can be referred to as a kind of 'digital glue' that helps join up the in-person sessions with the real world. The paper presents the challenges, for example, the majority of mental health apps are maybe of inadequate quality and there is a lack of user retention. There are also ethical challenges, for example, with the perceived 'over-promotion' of screen-time and the perceived reduction in care when replacing humans with 'computers', and the trap of 'technological solutionism' whereby technology can be naively presumed to solve all problems. Finally, we argue for the need to take an evidence-based, systems thinking and co-production approach in the form of stakeholder-centred design when developing digital mental health services based on technologies. The main contribution of this paper is the integration of ideas from many different disciplines as well as the framework for blended care using 'channel switching' to showcase how digital data and technology can enrich physical services. Another contribution is the emergence of 'poly-digital' and a discussion on the challenges of digital mental health, specifically 'digital ethics'.
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.