SynthesisThe international journal of behavioral nutrition and physical activity2022
Systematic review of accelerometer-based methods for 24-h physical behavior assessment in young children (0-5 years old).
Synthesis in The international journal of behavioral nutrition and physical activity, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07313267 (Effectiveness of an Intervention Programme Using Alternative Sports for the Recovery of Motor Learning and the Improvement of Physical and Mental Health in Primary School Students.), which is not on this map. Cited by 29 papers, 6 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.
Effectiveness of an Intervention Programme Using Alternative Sports for the Recovery of Motor Learning and the Improvement of Physical and Mental Health in Primary School Students.
Who cites it
29 citing papers in PubMed, 6 syntheses or guidelines pooled it, 53 citations in OpenAlex.
- Principal Component Analysis Applied to In-School Inertial Measurement Unit-Derived Data During Physical Activity: A Systematic Review Highlighting Children's Behavioral Patterns.Sensors (Basel, Switzerland) · 2026Pooled it
- Wearable-Sensor-Based Physical Activity and Sleep in Children with Down Syndrome Aged 0-5 Years: A Systematic Review.Sensors (Basel, Switzerland) · 2025Pooled it
- Adherence to the World Health Organization's physical activity recommendation in preschool-aged children: a systematic review and meta-analysis of accelerometer studies.The international journal of behavioral nutrition and physical activity · 2023Pooled it
- Correlates of Physical Activity in 0- to 5-year-olds: A Systematic Umbrella Review and Consultation of International Researchers.Sports medicine (Auckland, N.Z.) · 2023Pooled it
- A systematic review of proxy-report questionnaires assessing physical activity, sedentary behavior and/or sleep in young children (aged 0-5 years).The international journal of behavioral nutrition and physical activity · 2022Pooled it
- Machine Learning Applications for In-School Physical Activity Data Using IMUs in Children and Adolescents: A Systematic Review for Health Promotion.Journal of primary care & community healthPooled it
- Longitudinal associations between preschoolers' 24-h movement behaviors and development of self-regulation, executive function, vocabulary, and numeracy.BMC public health · 2025Trial
- Impact of cut-point methods on classification of physical activity and sedentary behaviour of toddlers.BMC public health · 2025Trial
- Associations Between 24-Hour Movement Behaviors and Anthropometric and Body Composition Indicators in Ecuadorian Preschool Children: SUNRISE Pilot Study.Children (Basel, Switzerland) · 2026Article
- A Multi-Stage Framework for Refining Infant Daytime Sleep-Wake Labels from Wearable Accelerometer Data.Sensors (Basel, Switzerland) · 2026Article
- A comparative analysis of objectively assessed physical activity levels in kindergarten and home among children aged 5 to 6.PloS one · 2026Article
- Visualising accelerometer-based 24/7 human movement behaviour data: an umbrella review and framework development from the LABDA project.Journal of activity, sedentary and sleep behaviors · 2025Review
- Enhanced Reaction Time Measurement System Based on 3D Accelerometer in Athletics.Sensors (Basel, Switzerland) · 2025Article
- The Relationship with Meeting Physical Activity Guidelines in Preschool-Aged Children: A Systematic Review.Pediatric reports · 2025Review
- Monitoring of child-specific activities in ambulatory children with and without developmental disabilities.BMC pediatrics · 2025Article
- Methodological Choices on 24-h Movement Behavior Assessment by Accelerometry: A Scoping Review.Sports medicine - open · 2025Review
- Mapping Evidence on Integrated 24-Hour Movement Behaviors in Children and Adolescents: A Scoping Review of Reviews.Children (Basel, Switzerland) · 2025Review
- Validity and reliability of the movement behaviour questionnaire child in Chinese preschoolers.Frontiers in pediatrics · 2025Article
- Psychometrics of Wearable Devices Measuring Physical Activity in Ambulant Children With Gait Abnormalities: A Systematic Review and Meta-analysis.Archives of rehabilitation research and clinical translation · 2024Review
- Article
Corrections and comments
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Authors and funding
5 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundAccurate accelerometer-based methods are required for assessment of 24-h physical behavior in young children. We aimed to summarize evidence on measurement properties of accelerometer-based methods for assessing 24-h physical behavior in young children.
methodsWe searched PubMed (MEDLINE) up to June 2021 for studies evaluating reliability or validity of accelerometer-based methods for assessing physical activity (PA), sedentary behavior (SB), or sleep in 0-5-year-olds. Studies using a subjective comparison measure or an accelerometer-based device that did not directly output time series data were excluded. We developed a Checklist for Assessing the Methodological Quality of studies using Accelerometer-based Methods (CAMQAM) inspired by COnsensus-based Standards for the selection of health Measurement INstruments (COSMIN).
resultsSixty-two studies were included, examining conventional cut-point-based methods or multi-parameter methods. For infants (0-12 months), several multi-parameter methods proved valid for classifying SB and PA. From three months of age, methods were valid for identifying sleep. In toddlers (1-3 years), cut-points appeared valid for distinguishing SB and light PA (LPA) from moderate-to-vigorous PA (MVPA). One multi-parameter method distinguished toddler specific SB. For sleep, no studies were found in toddlers. In preschoolers (3-5 years), valid hip and wrist cut-points for assessing SB, LPA, MVPA, and wrist cut-points for sleep were identified. Several multi-parameter methods proved valid for identifying SB, LPA, and MVPA, and sleep. Despite promising results of multi-parameter methods, few models were open-source. While most studies used a single device or axis to measure physical behavior, more promising results were found when combining data derived from different sensor placements or multiple axes.
conclusionsUp to age three, valid cut-points to assess 24-h physical behavior were lacking, while multi-parameter methods proved valid for distinguishing some waking behaviors. For preschoolers, valid cut-points and algorithms were identified for all physical behaviors. Overall, we recommend more high-quality studies evaluating 24-h accelerometer data from multiple sensor placements and axes for physical behavior assessment. Standardized protocols focusing on including well-defined physical behaviors in different settings representative for children's developmental stage are required. Using our CAMQAM checklist may further improve methodological study quality. PROSPERO REGISTRATION NUMBER: CRD42020184751.
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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.