ReviewJMIR mental health2023
The Safety of Digital Mental Health Interventions: Systematic Review and Recommendations.
Review in JMIR mental health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers, 2 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
32 citing papers in PubMed, 2 syntheses or guidelines pooled it, 55 citations in OpenAlex.
- Evaluating the evidence: a systematic review of reviews of the effectiveness and safety of digital interventions for ADHD.BMC psychiatry · 2025Pooled it
- Barriers and Facilitators of User Engagement With Digital Mental Health Interventions for People With Psychosis or Bipolar Disorder: Systematic Review and Best-Fit Framework Synthesis.JMIR mental health · 2025Pooled it
- Predictors of benefits and safety events from participation in a lifestyle therapy trial for adults with depression: A secondary analysis of the CALM randomised controlled trial.The Australian and New Zealand journal of psychiatry · 2026Trial
- Ensuring participant safety in research studies evaluating digital mental health interventions delivered remotely - insights from the PIPA trial of an online parenting intervention to prevent affective disorders in high-risk adolescents.BMC medical research methodology · 2026Trial
- Digital Psychological Intervention for Inflammatory Rheumatic Diseases: A Pilot Randomized Clinical Trial.JAMA network open · 2025Trial
- Co-Designing a Family e-Hub: A Systemic, Relational, Digital Mental Health Resource.Journal of marital and family therapy · 2026Article
- Design, Implement, Sustain: Advancing Program-Led Interventions for Binge Eating, a Narrative Review.European eating disorders review : the journal of the Eating Disorders Association · 2026Review
- Article
- Digital Tools to Support Mental Health in Later Life: Scoping Review of Systematic Reviews.Current psychiatry reports · 2026Article
- Co-Creation, Translation, and Localization of a Trauma-Informed Digital Mental Health Intervention for Frontline Workers: Protocol for a Multi-Country Feasibility Study.JMIR research protocols · 2026Article
- Safety Envelopes and Continuous Assurance for Updates and Postmarket Surveillance in Digital Mental Health Technologies.Journal of medical systems · 2026Article
- Co-Design of a Depression Self-Management Tool for Adolescent and Young Adult Cancer Survivors: Rapid Qualitative Analysis of Interview Feedback on a Prototype.JMIR formative research · 2026Article
- Effectiveness of an Android-Based Loneliness Prevention Intervention for Community-Dwelling Older Adults in Indonesia: A Quasi-Experimental Study.Florence Nightingale journal of nursing · 2026Article
- Digital peer support interventions for people with mental health conditions in outpatient settings: a systematic review and meta-analysis.BMJ mental health · 2026Article
- User experience and safety of generative AI-based mental health chatbots: Scoping review protocol.PloS one · 2026Article
- An assessment of the informativeness of clinical trials in digital mental health.Npj mental health research · 2025Article
- Methodological Considerations in Evaluating Mental Health Apps: Ensuring Reliability and Patient Safety.JMIR mHealth and uHealth · 2025Article
- Article
- Real-World Symptom Trajectories in Adolescents With and Without Suicide Risk Receiving Care from Rula Health: Retrospective Study.JMIR pediatrics and parenting · 2025Article
- Online Peer Support for Long-Term Conditions: Protocol for a Feasibility Randomized Controlled Trial.JMIR research protocols · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 3 institutions in 1 country.
Funding
Abstract
backgroundEvidence suggests that digital mental health interventions (DMHIs) for common mental health conditions are effective. However, digital interventions, such as face-to-face therapies, pose risks to patients. A safe intervention is considered one in which the measured benefits outweigh the identified and mitigated risks.
objectiveThis study aims to review the literature to assess how DMHIs assess safety, what risks are reported, and how they are mitigated in both the research and postmarket phases and building on existing recommendations for assessing, reporting, and mitigating safety in the DMHI and standardizing practice.
methodsPsycINFO, Embase, and MEDLINE databases were searched for studies that addressed the safety of DMHIs. The inclusion criteria were any study that addressed the safety of a clinical DMHI, even if not as a main outcome, in an adult population, and in English. As the outcome data were mainly qualitative in nature, a meta-analysis was not possible, and qualitative analysis was used to collate the results. Quantitative results were synthesized in the form of tables and percentages. To illustrate the use of a single common safety metric across studies, we calculated odds ratios and CIs, wherever possible.
resultsOverall, 23 studies were included in this review. Although many of the included studies assessed safety by actively collecting adverse event (AE) data, over one-third (8/23, 35%) did not assess or collect any safety data. The methods and frequency of safety data collection varied widely, and very few studies have performed formal statistical analyses. The main treatment-related reported AE was symptom deterioration. The main method used to mitigate risk was exclusion of high-risk groups. A secondary web-based search found that 6 DMHIs were available for users or patients to use (postmarket phase), all of which used indications and contraindications to mitigate risk, although there was no evidence of ongoing safety review.
conclusionsThe findings of this review show the need for a standardized classification of AEs, a standardized method for assessing AEs to statically analyze AE data, and evidence-based practices for mitigating risk in DMHIs, both in the research and postmarket phases. This review produced 7 specific, measurable, and achievable recommendations with the potential to have an immediate impact on the field, which were implemented across ongoing and future research. Improving the quality of DMHI safety data will allow meaningful assessment of the safety of DMHIs and confidence in whether the benefits of a new DMHI outweigh its risks.
trial registrationPROSPERO CRD42022333181; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=333181.
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.