Evidence map›Paper›PMID 40846319›Full record

ArticleJMIR mental health2025

Digital Health Interventions for Depression and Anxiety in Low- and Middle-Income Countries: Rapid Scoping Review.

Leena W Chau, Raymond W Lam, Harry Minas, Kanna Hayashi, Vu Cong Nguyen, John O'Neil

Abstract readScoping Review
In one paragraph

Article in JMIR mental health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

11 citing papers in PubMed.

  1. Article
  2. Article
  3. Global Disparities in Teletherapy Adoption: A Cross-Income Analysis of Mental Health Access.International journal of environmental research and public health · 2026
    Article
  4. When Lived Experience Designs the Intervention.Journal of medical Internet research · 2026
    Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Lived experiences of bipolar disorder and family caregiving in Pakistan.Global mental health (Cambridge, England) · 2026
    Article
  10. Article
  11. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Leena W ChauFaculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada.ORCID 0000-0001-8557-3542
Raymond W LamDepartment of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada.ORCID 0000-0001-7142-4669
Harry MinasSchool of Population and Global Health, The University of Melbourne, Melbourne, Australia.ORCID 0000-0003-1719-7367
Kanna HayashiFaculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada.ORCID 0000-0003-3843-2928
Vu Cong NguyenInstitute of Population, Health and Development, Hanoi, Vietnam.ORCID 0000-0002-4486-4535
John O'NeilFaculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada.ORCID 0000-0001-6370-4564

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundLow- and middle-income countries (LMICs), which bear a larger proportion of the global mental illness burden, have been disproportionately impacted by the COVID-19 pandemic due to preexisting mental health care system deficiencies. The pandemic has also led to a considerable increase in care delivered through digital mental health interventions (DMHIs), many of which have been adapted from in-person formats. Thus, there is a need to examine their fidelity to the original format along with issues regarding usability and other challenges to and facilitators of their uptake in LMICs. As most DMHIs have been developed in high-income countries, examining their cultural adaptation to LMIC settings is also critical.

objectiveThe purpose of this research was to conduct a rapid scoping review of the available evidence on DMHIs for depression and anxiety, two of the most common mental disorders, in LMICs.

methodsA rapid scoping review was conducted following the PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) and processes for rapid reviews by Tricco et al. The PubMed and PsycINFO databases were searched for records published between January 2020 (when COVID-19 was declared a public health emergency) and January 2025 using a search strategy developed in consultation with a liaison librarian. The pandemic accelerated the development and application of DMHIs, and this time frame was used to capture the recent literature that may have incorporated new methods of application. The search strategy was developed across three domains: (1) digital health interventions, (2) depression or anxiety, and (3) LMICs. Data were charted from the final records according to (1) intervention type; (2) discussions on fidelity, usability, and cultural adaptation; and (3) challenges to and facilitators of their uptake in LMICs.

resultsA total of 80 records were included in the final analysis, with reasons for exclusion (eg, focused on mental health in general, not being a DMHI, or not focused on LMICs) reported. Six DMHI platforms were identified: (1) mobile app, (2) the web, (3) virtual reality, (4) videoconferencing, (5) telemedicine, and (6) social media. Less than half of the records referenced fidelity (16/80, 20%), usability (29/80, 36%), and cultural adaptation (31/80, 39%). Challenges pertained to the technological system, engagement issues, structural barriers, and concerns regarding privacy and confidentiality. Facilitators included widespread mobile phone use, built-in supervision and training features, and convenience.

conclusionsDespite the opportunities that DMHIs offer for reducing the mental health treatment gap, further work examining and improving their fidelity, usability, and cultural adaptation is required. In addition, various challenges to the uptake of DMHIs in LMICs, including contextual issues, structural barriers, and privacy concerns, must be mitigated to avoid contributing further to the digital divide.

Indexed as

AnxietyDepressionDeveloping CountriesTelemedicineCOVID-19Digital HealthHumansanxietyCOVID-19cultural adaptationdepressiondigital healthfidelityimplementation scienceLMICslow- and middle-income countriesmental healthmHealthmobile healthusability

Identifiers

PMID40846319
PMCPMC12413575

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.