SynthesisHealth technology assessment (Winchester, England)2022
Digital interventions in mental health: evidence syntheses and economic modelling.
Synthesis in Health technology assessment (Winchester, England), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 papers, 1 of them a synthesis 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
31 citing papers in PubMed, 1 synthesis or guideline pooled it, 47 citations in OpenAlex.
- Persuasive Systems Design Features of Smartphone Apps for Psychosis: Systematic Review.JMIR human factors · 2026Pooled it
- Cost-effectiveness of a technology-assisted peer-delivered perinatal mental health intervention in Pakistan: an economic evaluation using trial evidence.BMJ global health · 2025Trial
- 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
- A Pre-Post Study of the Feasibility, Acceptability and Benefits of a Co-Design Approach for the Development of a Digital Suicide Prevention App for International Students.Health expectations : an international journal of public participation in health care and health policy · 2026Article
- Designing digital mental health interventions for older adults: a scoping review.NPJ digital medicine · 2026Article
- Designing a Culturally Adapted Perioperative Mental Health Intervention for Older Black Male Surgical Patients: A Community-Based Participatory Study.The American journal of geriatric psychiatry : official journal of the American Association for Geriatric Psychiatry · 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
- The role of prompt, voice, and personality factors in the acceptance and evaluation of AI-generated mindfulness exercises.Scientific reports · 2025Article
- Key Components of Participatory Design Workshops for Digital Health Solutions: Nominal Group Technique and Feasibility Study.Journal of healthcare informatics research · 2025Article
- Attitudes Towards Digital Health Interventions in Germany: Findings From a Population-Based Representative Survey.Clinical psychology in Europe · 2025Article
- Costs and Outcomes of a Therapist-Guided Internet-Delivered Cognitive Behavioral Therapy: Multicenter Observational Study.Journal of medical Internet research · 2025Observational
- Impact of Digital Safety Plan Activation on Subsequent Emergency Departments Visits Following an Initial Suicide Attempt: Quasi-Experimental Study.JMIR mental health · 2025Article
- A meta-analysis of persuasive design, engagement, and efficacy in 92 RCTs of mental health apps.NPJ digital medicine · 2025Article
- Efficacy of a process-based, Mobile-delivered personalized CBT for anxiety disorders: Study protocol for a randomized controlled trial.Internet interventions · 2025Review
- Toward a New Conceptual Framework for Digital Mental Health Technologies: Scoping Review.JMIR mental health · 2025Article
- Mobile apps, AI, and teletherapy: a comprehensive review of digital mental health tools for nurses.Frontiers in public health · 2025Review
- Differences in psychological treatment outcomes by ethnicity and gender: an analysis of individual patient data.Social psychiatry and psychiatric epidemiology · 2024Article
- Evolution of Primary Research Studies in Digital Interventions for Mental Well-Being Promotion from 2004 to 2023: A Bibliometric Analysis of Studies on the Web of Science.International journal of environmental research and public health · 2024Review
- [Digital technologies to improve mental health].Bundesgesundheitsblatt, Gesundheitsforschung, Gesundheitsschutz · 2024Review
- Interdisciplinary perspectives on digital technologies for global mental health.PLOS global public health · 2024Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundEconomic evaluations provide evidence on whether or not digital interventions offer value for money, based on their costs and outcomes relative to the costs and outcomes of alternatives.
objectives(1) Evaluate and summarise published economic studies about digital interventions across different technologies, therapies, comparators and mental health conditions; (2) synthesise clinical evidence about digital interventions for an exemplar mental health condition; (3) construct an economic model for the same exemplar mental health condition using the previously synthesised clinical evidence; and (4) consult with stakeholders about how they understand and assess the value of digital interventions.
methodsWe completed four work packages: (1) a systematic review and quality assessment of economic studies about digital interventions; (2) a systematic review and network meta-analysis of randomised controlled trials on digital interventions for generalised anxiety disorder; (3) an economic model and value-of-information analysis on digital interventions for generalised anxiety disorder; and (4) a series of knowledge exchange face-to-face and digital seminars with stakeholders.
resultsIn work package 1, we reviewed 76 economic evaluations: 11 economic models and 65 within-trial analyses. Although the results of the studies are not directly comparable because they used different methods, the overall picture suggests that digital interventions are likely to be cost-effective, compared with no intervention and non-therapeutic controls, whereas the value of digital interventions compared with face-to-face therapy or printed manuals is unclear. In work package 2, we carried out two network meta-analyses of 20 randomised controlled trials of digital interventions for generalised anxiety disorder with a total of 2350 participants. The results were used to inform our economic model, but when considered on their own they were inconclusive because of the very wide confidence intervals. In work package 3, our decision-analytic model found that digital interventions for generalised anxiety disorder were associated with lower net monetary benefit than medication and face-to-face therapy, but greater net monetary benefit than non-therapeutic controls and no intervention. Value for money was driven by clinical outcomes rather than by intervention costs, and a value-of-information analysis suggested that uncertainty in the treatment effect had the greatest value (£12.9B). In work package 4, stakeholders identified several areas of benefits and costs of digital interventions that are important to them, including safety, sustainability and reducing waiting times. Four factors may influence their decisions to use digital interventions, other than costs and outcomes: increasing patient choice, reaching underserved populations, enabling continuous care and accepting the 'inevitability of going digital'. LIMITATIONS: There was substantial uncertainty around effect estimates of digital interventions compared with alternatives. This uncertainty was driven by the small number of studies informing most comparisons, the small samples in some of these studies and the studies' high risk of bias.
conclusionsDigital interventions may offer good value for money as an alternative to 'doing nothing' or 'doing something non-therapeutic' (e.g. monitoring or having a general discussion), but their added value compared with medication, face-to-face therapy and printed manuals is uncertain. Clinical outcomes rather than intervention costs drive 'value for money'. FUTURE WORK: There is a need to develop digital interventions that are more effective, rather than just cheaper, than their alternatives. STUDY REGISTRATION: This study is registered as PROSPERO CRD42018105837.
fundingThis project was funded by the National Institute for Health Research (NIHR) Health Technology Assessment programme and will be published in full in
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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.