ArticleJMIR mental health2021
The Application of e-Mental Health in Response to COVID-19: Scoping Review and Bibliometric Analysis.
Article in JMIR mental health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 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
31 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Virtual Service Delivery in Mental Health and Substance Use Care: A Systematic Review of Preference Elicitation Studies.Community mental health journal · 2025Pooled it
- Mobile applications in adolescent psychotherapy during the COVID-19 pandemic: a systematic review.Frontiers in public health · 2024Pooled it
- A pediatric virtual care evaluation framework and its evolution using consensus methods.BMC pediatrics · 2023Guideline
- AI-Assisted Adaptation of the Swedish Version of the Digital Competencies for Applied Psychological Practitioners Scale: Preliminary Psychometric Evaluation.JMIR formative research · 2026Article
- Understanding Psychologists' Usage, Knowledge, and Attitudes Toward Digital Mental Health Solutions for Refugees and Migrants: Exploratory Cross-Sectional Survey in Sweden.JMIR human factors · 2026Article
- Post-COVID Syndrome in Patients With Comorbid Hypertension or Diabetes: A Narrative Review of Long-Term Outcomes.Cureus · 2026Review
- E-Mental Health Interventions in Inpatient Care: Scoping Review.Journal of medical Internet research · 2025Article
- Charting progress in learning health systems: A systematic review of 5 years of definitions, models, and frameworks.Learning health systems · 2025Article
- Multidisciplinary Contributions and Research Trends in eHealth Scholarship (2000-2024): Bibliometric Analysis.Journal of medical Internet research · 2025Article
- The Use of Mobile Apps in Adolescent Psychotherapy: Assessment of Psychotherapists' Perspectives.JMIR formative research · 2025Article
- Use of e-Mental Health Tools for Suicide Prevention in Clinical Practice by Mental Health Professionals in NSW, Australia: Cross-Sectional Survey.Journal of medical Internet research · 2025Article
- Effects of COVID-19 e-mental health interventions: A systematic review of systematic reviews and meta-analyses.Internet interventions · 2025Article
- What Is the Current Status of Research on the Impact of Digitalization in Medicine? A Bibliometric Analysis.Healthcare (Basel, Switzerland) · 2025Article
- Digital support and artificial intelligence in cancer patients undergoing radiation therapy: patient utilization, acceptance and attitudes.Frontiers in oncology · 2025Article
- Why do psychotherapists use so little e-mental health in psychotherapy? Insights from a sample of psychotherapists in Germany.PLOS mental health · 2025Article
- Videoconferencing in mental health services for children and adolescents receiving child welfare services: a scoping review.BMC health services research · 2024Article
- Key actors in behavioral health services availability and accessibility research: a scoping review bibliometric analysis.Discover mental health · 2024Article
- Digital psychiatry in low-and-middle-income countries: New developments and the way forward.World journal of psychiatry · 2024Review
- Exploring subgroups of acceptance prediction for e-mental health among psychotherapists-in-training: a latent class analysis.Frontiers in psychiatry · 2024Article
- Unmet Psychosocial Needs of Health Care Professionals in Europe During the COVID-19 Pandemic: Mixed Methods Approach.JMIR public health and surveillance · 2023Article
Corrections and comments
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe COVID-19 pandemic and its mitigation measures and impacts, such as shelter-in-place orders, social isolation, restrictions on freedoms, unemployment, financial insecurity, and disrupted routines, have led to declines in mental health worldwide and concomitant escalating demands for mental health services. Under the circumstances, electronic mental health (e-mental health) programs and services have rapidly become the "new normal."
objectiveThe aim of this study was to assess key characteristics and evidence gaps in the e-mental health literature published in relation to the COVID-19 pandemic via a scoping review and bibliometric analysis.
methodsWe conducted a search of four academic databases (ie, MEDLINE, Embase, PsycInfo, and CINAHL) for documents published from December 31, 2019, to March 31, 2021, using keywords for e-mental health and COVID-19. Article information was extracted that was relevant to the review objective, including journal, type of article, keywords, focus, and corresponding author. Information was synthesized by coding these attributes and was then summarized through descriptive statistics and narrative techniques. Article influence was examined from Altmetric and CiteScore data, and a network analysis was conducted on article keywords.
resultsA total of 356 publications were included in the review. Articles on e-mental health quickly thrived early in the pandemic, with most articles being nonempirical, chiefly commentaries or opinions (n=225, 63.2%). Empirical publications emerged later and became more frequent as the pandemic progressed. The United States contributed the most articles (n=160, 44.9%), though a notable number came from middle-income countries (n=59, 16.6%). Articles were spread across 165 journals and had above-average influence (ie, almost half of the articles were in the top 25% of output scores by Altmetric, and the average CiteScore across articles was 4.22). The network analysis of author-supplied keywords identified key topic areas, including specific mental disorders, eHealth modalities, issues and challenges, and populations of interest. These were further explored via full-text analysis. Applications of e-mental health during the pandemic overcame, or were influenced by, system, service, technology, provider, and patient factors.
conclusionsCOVID-19 has accelerated applications of e-mental health. Further research is needed to support the implementation of e-mental health across system and service infrastructures, alongside evidence of the relative effectiveness of e-mental health in comparison to traditional modes of care.
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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.