Evidence map›Paper›PMID 41588150›Full record

ArticleResearch on child and adolescent psychopathology2026

Using Wearables in Mental Health Care for Children and Adolescents: A Scoping Review.

Catharina E Bergwerff, Renate S M Buisman, Nikki Nibbering, Siri D S Noordermeer

Abstract readScoping Review
In one paragraph

Article in Research on child and adolescent psychopathology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Review
  2. Article
  3. Article
  4. Article
  5. Bringing Technology to Justice-Involved Youth.Research on child and adolescent psychopathology · 2026
    Article
  6. 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

4 authors.

Catharina E BergwerffInstitute of Education and Child Studies, Leiden University, Leiden, The Netherlands. c.e.bergwerff@fsw.leidenuniv.nl.ORCID 0000-0002-5837-3497
Renate S M BuismanInstitute of Education and Child Studies, Leiden University, Leiden, The Netherlands.
Nikki NibberingInstitute of Education and Child Studies, Leiden University, Leiden, The Netherlands.
Siri D S NoordermeerDepartment of Clinical Neuro- and Development Psychology, Vrije Universiteit Amsterdam, Amsterdam, Netherlands.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Wearable technologies offer promising opportunities for non-invasive, continuous monitoring of physiological processes relevant to paediatric mental health. Although their use in adult psychiatry is growing, little is known about their application in mental health care for youth. This scoping review maps the current state of research on wearable technologies used to assess or support mental health in children and adolescents, with special attention to externalizing behaviours and forensic or residential settings. We systematically searched four databases (PubMed, PsychINFO, Web of Science, Embase) for peer-reviewed English-language studies involving participants aged 0 to 17, using wearable devices to assess physiological markers related to mental health. A total of 85 studies were included. Most studies focused on monitoring sleep (54) using wrist-worn actigraphy, particularly in youth with attention-deficit/hyperactivity disorder, autism spectrum disorder, or internalizing problems. A smaller number examined autonomic nervous system responses (19), motor activity (8), or brain activity and eye gazing (5). Of all 85 studies, 10 focused on externalizing behaviours or youth in forensic or residential care. Although feasibility was generally good, wearables were almost exclusively used for assessment, not intervention. Wearables are increasingly used to assess physiological parameters linked to mental health symptoms in youth. However, there is a lack of clinical implementation studies, particularly in high-risk populations. Future research should move beyond feasibility and direct assessment, and explore wearable-based interventions and just-in-time feedback strategies in clinical and forensic youth care.

Indexed as

Mental DisordersMental Health ServicesWearable Electronic DevicesAdolescentChildHumansAssessmentExternalizing behaviourForensic youth carePaediatric mental healthPhysiologyWearable technology

Identifiers

PMID41588150
PMCPMC12835090

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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.