ArticleFrontiers in psychology2021
Percentiles and Principal Component Analysis of Physical Fitness From a Big Sample of Children and Adolescents Aged 6-18 Years: The DAFIS Project.
Article in Frontiers in psychology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05738343 (Adesione Alla Dieta Mediterranea Dei Pazienti Pediatrici Affetti Dalla Sindrome Dell'Intestino Irritabile), which is not on this map. Cited by 14 papers, 1 of them a synthesis that pooled it.
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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.
Adesione Alla Dieta Mediterranea Dei Pazienti Pediatrici Affetti Dalla Sindrome Dell'Intestino Irritabile (IBS): Studio Pilota
Who cites it
14 citing papers in PubMed, 1 synthesis or guideline pooled it.
- 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
- Efficiencies in Physical Talent Identification Among Australian Adolescents: A Retrospective, Cross-Sectional Observational Study.Journal of functional morphology and kinesiology · 2026Article
- Improving National Fitness: An Updated Review on Cardiovascular Disease Risk Screening and Exercise Training in School-Aged Children in the U.S.Current cardiology reports · 2026Review
- Assessment of Insulin Resistance and Body Composition in Children with Overweight and Obesity: A Pilot Study Using Bioimpedance and Principal Component Analysis.Medicina (Kaunas, Lithuania) · 2025Article
- Reliability of the biceps curl test and proposed percentiles in schoolchildren living at moderate altitude in Peru.Scientific reports · 2025Article
- Linear and nonlinear relationship between chronological age and maturity status with handgrip strength in children and adolescents.Frontiers in pediatrics · 2025Article
- Chilean National Sports Talent Detection System: Influence of Biological Age, Sex, and Geographic Area.Journal of functional morphology and kinesiology · 2024Article
- The Influence of Kindergarten Environment on the Development of Preschool Children's Physical Fitness.International journal of environmental research and public health · 2024Article
- Musculoskeletal fitness: relative handgrip strength and vertical jump power from 10 to 18 years old.Frontiers in pediatrics · 2024Article
- European fitness landscape for children and adolescents: updated reference values, fitness maps and country rankings based on nearly 8 million test results from 34 countries gathered by the FitBack network.British journal of sports medicine · 2023Article
- How Do Health, Biological, Behavioral, and Cognitive Variables Interact over Time in Children of Both Sexes? A Complex Systems Approach.International journal of environmental research and public health · 2023Article
- Reference values for body composition and physical fitness of young Brazilian elite soccer players.Frontiers in physiology · 2023Article
- Comparison of Physical Fitness Profiles Obtained before and during COVID-19 Pandemic in Two Independent Large Samples of Children and Adolescents: DAFIS Project.International journal of environmental research and public health · 2022Article
- Percentile Curves for Multiple Physical Fitness Components Among Chinese Han Children and Adolescents Aged 7-18 Years From a National Survey Based on the Total and the Normal Weight Population.Frontiers in nutrition · 2021Article
Corrections and comments
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Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Assessing physical fitness has emerged as a proxy of the health status of children and adolescents and therefore as relevant from a public health point of view. DAFIS is a project included in Plan Galicia Saudable (Healthy Galicia Plan) of the regional government of Galicia (Spain). DAFIS consists of an on-line software devoted to record the results of a standard physical fitness protocol carried out as a part of the physical education curriculum. The aims of this study were: to obtain normative values of physical fitness of the Galician school population evaluated in the DAFIS project, and to identify a reduced number of components and tests able to capture a significant amount of the variability in the physical fitness of children and adolescents. From an initial sample of 27784 records, 15287 cases (7543 males, 7744 females) were considered after filtering. Generalized Additive Models for Location, Scale and Shape were used for obtaining percentile curves and tables for each sex. Furthermore, a principal components analysis was performed, selecting the number of components by applying the Kaiser's rule and selecting a subset of variables considering the correlation between each variable and the components. Percentile curves and normative values are reported for each test and sex. Physical fitness was better in boys than in girls throughout age groups, except for flexibility that was consistently higher in girls. Two main components were detected throughout age groups: the first one representing body composition and partially cardiorespiratory fitness and the second one muscular fitness. For boys and girls, waist to height ratio had the highest correlations with the first component in four out of six age groups. The highest correlation with the second component, was most frequently observed for the handgrip test both in boys and girls (four out of six age groups). This study provides evidence about the utility of school community actions like DAFIS aimed to track the health-related fitness of children and adolescents. The results suggest that fat mass distribution (i.e., waist to height ratio and waist circumference) and muscular performance (mainly handgrip) concentrate a high proportion physical fitness variance.
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