Evidence map›Paper›PMID 33913817›Full record

ReviewJMIR mental health2021

Evidence on Digital Mental Health Interventions for Adolescents and Young People: Systematic Overview.

Susanna Lehtimaki, Jana Martic, Brian Wahl, Katherine T Foster, Nina Schwalbe

Registry-linked trialAbstract readReview
In one paragraph

Review in JMIR mental health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06759441 (Exploring the Effectiveness of a Suicide Ideation Prevention Program), which is not on this map. Cited by 249 papers, 20 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
249citing papers in PubMed, 20 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.

NCT06759441 nacompletednot on this mapstarted 2024, after this paper: background citation

Exploring the Effectiveness of a Suicide Ideation Prevention Program: Reframe-IT+

TypeinterventionalSponsorUniversidad de los Andes, ChileRan2024 to 2024Enrolled75ConditionsSuicidal Ideation, Depression, Anxiety, HopelessnessArmsReframe-It+
3 · Its place in the literature

Who cites it

249 citing papers in PubMed, 20 syntheses or guidelines pooled it.

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  7. Biofeedback-based Digital Games and Well-being in Childhood: A Systematic Review.Research on child and adolescent psychopathology · 2025
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189 more citing papers are in PubMed but not listed here.

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.

Susanna Lehtimaki *Spark Street Advisors, New York, NY, United States.ORCID https://orcid.org/0000-0002-9160-3346
Jana MarticSpark Street Advisors, New York, NY, United States.ORCID https://orcid.org/0000-0002-0460-2784
Brian WahlSpark Street Advisors, New York, NY, United States.ORCID https://orcid.org/0000-0002-0037-7364
Katherine T FosterDepartment of Psychology, University of Washington, Seattle, WA, United States.ORCID https://orcid.org/0000-0002-3561-6687
Nina Schwalbe *Spark Street Advisors, New York, NY, United States.ORCID https://orcid.org/0000-0002-4126-3435

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAn estimated 1 in 5 adolescents experience a mental health disorder each year; yet because of barriers to accessing and seeking care, most remain undiagnosed and untreated. Furthermore, the early emergence of psychopathology contributes to a lifelong course of challenges across a broad set of functional domains, so addressing this early in the life course is essential. With increasing digital connectivity, including in low- and middle-income countries, digital health technologies are considered promising for addressing mental health among adolescents and young people. In recent years, a growing number of digital health interventions, including more than 2 million web-based mental health apps, have been developed to address a range of mental health issues.

objectiveThis review aims to synthesize the current evidence on digital health interventions targeting adolescents and young people with mental health conditions, aged between 10-24 years, with a focus on effectiveness, cost-effectiveness, and generalizability to low-resource settings (eg, low- and middle-income countries).

methodsWe searched MEDLINE, PubMed, PsycINFO, and Cochrane databases between January 2010 and June 2020 for systematic reviews and meta-analyses on digital mental health interventions targeting adolescents and young people aged between 10-24 years. Two authors independently screened the studies, extracted data, and assessed the quality of the reviews.

resultsIn this systematic overview, we included 18 systematic reviews and meta-analyses. We found evidence on the effectiveness of computerized cognitive behavioral therapy on anxiety and depression, whereas the effectiveness of other digital mental health interventions remains inconclusive. Interventions with an in-person element with a professional, peer, or parent were associated with greater effectiveness, adherence, and lower dropout than fully automatized or self-administered interventions. Despite the proposed utility of digital interventions for increasing accessibility of treatment across settings, no study has reported sample-specific metrics of social context (eg, socioeconomic background) or focused on low-resource settings.

conclusionsAlthough digital interventions for mental health can be effective for both supplementing and supplanting traditional mental health treatment, only a small proportion of existing digital platforms are evidence based. Furthermore, their cost-effectiveness and effectiveness, including in low- and middle-income countries, have been understudied. Widespread adoption and scale-up of digital mental health interventions, especially in settings with limited resources for health, will require more rigorous and consistent demonstrations of effectiveness and cost-effectiveness vis-à-vis the type of service provided, target population, and the current standard of care.

Indexed as

adolescent healthdigital healthdigital technologiesmental healthyoung people

Identifiers

PMID33913817
PMCPMC8120421

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.