Evidence map›Paper›PMID 40678630›Full record

ReviewInternet interventions2025

Insights from fifteen years of real-world development, testing and implementation of youth digital mental health interventions.

Shane Cross, Shaminka Mangelsdorf, Lee Valentine, Shaunagh O'Sullivan, Carla McEnery, Isabelle Scott, Tamsyn Gilbertson, Shona Louis, Jon Myer, Ping Liu and 11 more

Abstract readReview
In one paragraph

Review in Internet interventions, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Review
  5. 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

21 authors.

Shane CrossOrygen, Parkville, Melbourne, Australia.
Shaminka MangelsdorfOrygen, Parkville, Melbourne, Australia.
Lee ValentineOrygen, Parkville, Melbourne, Australia.
Shaunagh O'SullivanOrygen, Parkville, Melbourne, Australia.
Carla McEneryOrygen, Parkville, Melbourne, Australia.
Isabelle ScottOrygen, Parkville, Melbourne, Australia.
Tamsyn GilbertsonOrygen, Parkville, Melbourne, Australia.
Shona LouisOrygen, Parkville, Melbourne, Australia.
Jon MyerOrygen, Parkville, Melbourne, Australia.
Ping LiuOrygen, Parkville, Melbourne, Australia.
Niel Mac DhonnagáinOrygen, Parkville, Melbourne, Australia.
Tom WrenOrygen, Parkville, Melbourne, Australia.
Eleanor CareyOrygen, Parkville, Melbourne, Australia.
Daniela CagliariniOrygen, Parkville, Melbourne, Australia.
Ross JacobsOrygen, Parkville, Melbourne, Australia.
Roos Pot-KolderOrygen, Parkville, Melbourne, Australia.
Imogen BellOrygen, Parkville, Melbourne, Australia.
Jennifer NicholasOrygen, Parkville, Melbourne, Australia.
Lucia ValmaggiaOrygen, Parkville, Melbourne, Australia.
John GleesonHealthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, The Australian Catholic University, School of Psychology, Melbourne, Australia.
Mario Alvarez-JimenezOrygen, Parkville, Melbourne, Australia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This paper reviews the current evidence and synthesizes fifteen years of real-world development, testing, and implementation of digital mental health interventions (DMHIs) for young people. Drawing on the work of Orygen Digital, we outline the evolution of interventions including the Moderated Online Social Therapy (MOST) platform, the Mello app, and a suite of virtual reality-based therapies; all developed to meet the complex clinical, developmental, and service needs of youth aged 12 to 25. We identify ten key challenges and opportunities encountered in designing, developing and implementing these DMHIs: (1) meaningful co-design; (2) sustained user engagement; (3) personalization and transdiagnostic targeting; (4) optimizing intensities of human support; (5) leveraging peer support and social networking; (6) embedding DMHIs in clinical services; (7) blending digital and face-to-face care; (8) building data infrastructure and learning health systems; (9) developing sustainable and scalable business models; and (10) preparing DMHIs for large language models. Each theme reflects both achievements and persistent challenges, and is illustrated through a synthesis of the current evidence and real-world insights from our clinical trials and national-scale service implementations. Our approach is grounded in various frameworks including clinical staging, self-determination theory, supportive accountability, and minimally disruptive medicine. Emerging innovations such as just-in-time adaptive interventions, extended reality (XR) therapies, stratified treatment models, and large language models offer promising future pathways for greater personalization, engagement, effectiveness, and scalability. Our findings highlight the potential value of context-sensitive, co-designed, and system-integrated DMHIs, while also emphasising enduring limitations such as variable engagement, implementation barriers, and population-specific adaptation. Moving beyond controlled efficacy trials toward agile, real-world learning health systems will be essential to realising the full potential of DMHIs in transforming youth mental health care.

Indexed as

Blended careCo-designDigital mental healthEngagementImplementationLarge language modelsPersonalisationScalabilityTransdiagnosticYouth

Identifiers

PMID40678630
PMCPMC12268945

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.