Evidence map›Paper›PMID 40230873›Full record

ReviewOxford open digital health2025

A scoping review of digital interventions for the promotion of mental health and prevention of mental health conditions for young people.

Evangelia Baka, Yi-Roe Tan, Brian Li Han Wong, Zhongyue Xing, Peiling Yap

Abstract readReview
In one paragraph

Review in Oxford open digital health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed, 1 pooled it
–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

7 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Trial
  3. Article
  4. Article
  5. Article
  6. Article
  7. Review
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

5 authors.

Evangelia BakaHealthAI, Rue de Varembé 7, 1202, Geneva, Switzerland.ORCID https://orcid.org/0009-0006-0498-5996
Yi-Roe TanHealthAI, Rue de Varembé 7, 1202, Geneva, Switzerland.ORCID https://orcid.org/0000-0002-4013-7330
Brian Li Han WongDepartment of International Health, Care and Public Health Research Institute, Maastricht University, Universiteitssingel 40, 6229 ER, Maastricht, Netherlands.ORCID https://orcid.org/0000-0001-8709-5847
Zhongyue XingSchool of Public Health and Preventive Medicine, Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, 161 Barry St, Carlton VIC 3010, Australia.ORCID https://orcid.org/0000-0002-5119-973X
Peiling YapHealthAI, Rue de Varembé 7, 1202, Geneva, Switzerland.ORCID https://orcid.org/0000-0002-5964-8210

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Digital mental health (DMH) interventions leveraging digital technologies, such as mobile applications, web-based platforms, artificial intelligence and wearable devices, have emerged as a promising avenue for addressing the mental health needs of young people. This scoping review examines the landscape of primary and secondary preventive DMH interventions for young people aged 10-24 years. Six electronic databases were searched, leading to a final incorporation of 81 studies published between 2010 and 2022. Each of these studies corresponds to a unique DMH intervention. Our findings reveal that research activity in the area of promotive and preventive DMH interventions started gaining ground from 2019 onwards, with the majority of studies conducted in Australia and the USA. 70% of the total studies targeted the prevention of mental health conditions. Randomized controlled trials were the predominant study methodology, while mental well-being, depressive disorders, anxiety disorders, life skills and disorders specifically associated with stress were the most targeted mental health or well-being conditions. Finally, mobile applications and web interfaces were the most studied form of DMH interventions. Most of these applications have integrated advanced AI/ML algorithms to serve the purpose of personalization and real-time monitoring. However, there is a marked need for more emphasis on preventive and, especially, promotive mental health measures, as well as the active inclusion of low- and middle-income countries in future research.

Indexed as

digital healthdigital mental healthdigital technologiesmental healthpreventionpromotionyoung people

Identifiers

PMID40230873
PMCPMC11932149

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.