ArticleScientific data2023
A physiological signal database of children with different special needs for stress recognition.
Article in Scientific data, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06769178 (Effect of Virtual Reality-Based Interventions on Clinical and Neuroplasticity, Brain Functional Resting State Networks in Cerebral Palsy Rehabilitation), which is not on this map. Cited by 11 papers, 2 of them syntheses that pooled it.
What it found
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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.
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.
Effect of Virtual Reality-Based Interventions on Clinical and Neuroplasticity, Brain Functional Resting State Networks in Cerebral Palsy Rehabilitation
Who cites it
11 citing papers in PubMed, 2 syntheses or guidelines pooled it, 16 citations in OpenAlex.
- Digital technologies for non-invasive stress detection, monitoring, and mitigation in children and adolescents: a scoping review.Frontiers in digital health · 2026Pooled it
- Wearable Solutions Using Physiological Signals for Stress Monitoring on Individuals with Autism Spectrum Disorder (ASD): A Systematic Literature Review.Sensors (Basel, Switzerland) · 2024Pooled it
- Mechanically Robust, Self-Healable, and Cryotolerant GelMA Hydrogel for Wearable Tactile Sensors with Enhanced Durability, Lifetime, and Environmental Stability.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Electrodermal Activity, Behavior, and Context in Autistic People with High Support Needs: A Retrospective Ecological Study.Healthcare (Basel, Switzerland) · 2026Article
- MindTS-MMD: A Chinese Multimodal Dataset for Emotion Expression Analysis in Children with Tourette Syndrome.Scientific data · 2026Article
- EPIStress: A multimodal dataset of Physiological signals to measure cognitive stress in epilepsy patients.Scientific data · 2025Article
- A multimodal dataset for understanding the impact of mobile phones on remote online virtual education.Scientific data · 2025Article
- Unobtrusive measurement of cognitive load and physiological signals in uncontrolled environments.Scientific data · 2024Article
- Personalized Stress Detection Using Biosignals from Wearables: A Scoping Review.Sensors (Basel, Switzerland) · 2024Article
- Engagnition: A multi-dimensional dataset for engagement recognition of children with autism spectrum disorder.Scientific data · 2024Article
- A physiological signal database of children with different special needs for stress recognition.Scientific data · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 3 institutions in 1 country.
Funding
Abstract
This study presents a new dataset AKTIVES for evaluating the methods for stress detection and game reaction using physiological signals. We collected data from 25 children with obstetric brachial plexus injury, dyslexia, and intellectual disabilities, and typically developed children during game therapy. A wristband was used to record physiological data (blood volume pulse (BVP), electrodermal activity (EDA), and skin temperature (ST)). Furthermore, the facial expressions of children were recorded. Three experts watched the children's videos, and physiological data is labeled "Stress/No Stress" and "Reaction/No Reaction", according to the videos. The technical validation supported high-quality signals and showed consistency between the experts.
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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.