Evidence map›Paper›PMID 40446322›Full record

ArticleJMIR formative research2025

Collecting Real-Life Psychophysiological Data via Wearables to Better Understand Child Behavior in a Children's Psychiatric Center: Mixed Methods Study on Feasibility and Implementation.

Karin Hagoort, Kirsten Smeets, Saskia Koldijk, Floortje Scheepers, Fleur Velders

Abstract read
In one paragraph

Article in JMIR formative research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

5 authors.

Karin Hagoort *Department of Psychiatry, University Medical Center Utrecht, Heidelberglaan 100, Utrecht, 3584 CX, The Netherlands, +31 648463649.ORCID 0000-0002-3891-5121
Kirsten Smeets *Department of Psychiatry, University Medical Center Utrecht, Heidelberglaan 100, Utrecht, 3584 CX, The Netherlands, +31 648463649.ORCID 0009-0005-5805-9245
Saskia KoldijkDepartment of Psychiatry, University Medical Center Utrecht, Heidelberglaan 100, Utrecht, 3584 CX, The Netherlands, +31 648463649.ORCID 0000-0001-7999-6688
Floortje ScheepersDepartment of Psychiatry, University Medical Center Utrecht, Heidelberglaan 100, Utrecht, 3584 CX, The Netherlands, +31 648463649.ORCID 0000-0002-1801-6153
Fleur VeldersDepartment of Psychiatry, University Medical Center Utrecht, Heidelberglaan 100, Utrecht, 3584 CX, The Netherlands, +31 648463649.ORCID 0009-0001-2055-1120

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: In the field of mental health care, the incorporation of wearable devices into routine clinical practice continues to face significant challenges, despite the presence of supporting scientific evidence. Crossing the wasteland between the trial world and the real world is full of obstacles that often only become apparent during the implementation process. Objective: The objective of this paper was to evaluate the feasibility of using wearables in real-world clinical settings for children with severe developmental problems to help understand and manage disruptive behavior and to gain insights for the development of forthcoming implementation strategies. Methods: A mixed methods design was used to examine two different aspects of the use of wearables in a clinical setting. The first quantitative part of this study focuses on the feasibility of using wearables to collect reliable data on psychophysiological measures during daily activities in children at a children's psychiatric center. The second qualitative part focuses on the evaluation of the implementation process using the Consolidated Framework for Implementation Research (CFIR) to identify essential steps to successfully incorporate wearable technology in clinical care for children with severe behavioral problems. Empatica E4 wristbands collected data on children's psychophysiological arousal (eg, heart rate [HR] and skin conductance level [SCL]). Staff reported aggressive behavior and daily activities. Data were processed and visualized in a dashboard. User experiences were assessed through interviews with clinical staff. The implementation process was evaluated using the CFIR. Results: A total of 30 children (27 boys and 3 girls, aged 6 to 14 y; mean age 9.3 y, SD 1.95) wore the wearable for 5 consecutive days. As expected, the children found it easy to wear the device and the clinical staff predominantly expressed positive attitudes toward its use. The data collection proceeded relatively smoothly, and the collected data were of sufficient quality. In total, 315 observations of aggressive behavior were reported, including 54 red incidents (from 18 unique participants) and 261 orange incidents (from 26 unique participants). An exploratory analysis on the association between psychophysiological measures and aggressive behavior revealed that children's HR was significantly higher during aggressive incidents compared to nonaggressive incidents (P=.007). Although not statistically significant, there was a trend suggesting higher peaks per minute during aggressive incidents (P=.07). No significant differences between aggressive and nonaggressive incidents were found for SCL and movement (P=.33 and P=.60). The most challenging CFIR domains in our study were the "characteristics of the intervention" and "the inner setting," reflected in the fact that that the majority of implementation activities were focused on these two domains. Conclusions: The use of wearables in a real-world study setting is considered feasible and valuable. However, for broader scaling in daily clinical practice, coherent actions on different domains of implementation are required.

Indexed as

Child BehaviorPsychophysiologyWearable Electronic DevicesAdolescentChildFeasibility StudiesFemaleHeart RateHumansMaleProblem BehaviorQualitative Researchaggressionaggressiveaggressive behaviorarousalbehaviorchildchild psychiatrychildrenclinical caredevicefeasibilityfeasibility studyimplementationimplementation scienceinterviewmental healthobservationalpsychiatric centerpsychiatrypsychophysiological arousalpsychophysiological datawearablewearable technologywristband

Identifiers

PMID40446322
PMCPMC12143850

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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.