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Record W4410638908 · doi:10.1371/journal.pone.0323707

Effects of group-based physical activity programs on children, adolescents, and young adults with disabilities: A systematic review

2025· review· en· W4410638908 on OpenAlexaff
Jason D'Amours, Stéphanie Girard, Paule Miquelon, Pierre-Luc Veillette

Bibliographic record

VenuePLoS ONE · 2025
Typereview
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsUniversité du Québec à Trois-Rivières
Fundersnot available
KeywordsGeneralizability theoryPsychological interventionFidelityPsychologyCognitionClinical psychologyGerontologyChecklistDevelopmental psychologyInclusion (mineral)Evidence-based practiceMedicineAlternative medicinePsychiatry

Abstract

fetched live from OpenAlex

PURPOSE: In recent years, a concerning decline in the physical activity levels of young individuals has been observed, with a notable impact on those with disabilities. Despite evidence suggesting that physical activity programs yield health benefits for youths with disabilities, there exists a significant gap in understanding the specific group-based effects, strategies for effectiveness, sustainability, program development, adaptation details, and empirical value. METHOD: This systematic review examines quasi-experimental and experimental design research published from 2013 to 2025 on group-based physical activity programs for children, adolescents, and young adults (5-24 years old) with disabilities according to the PRISMA guidelines. RESULTS: The searches yielded 2 715 studies, of which 20 were included. This review highlights multiple disabilities, diverse program durations and activities, and favorable results spanning physical, social, emotional, and cognitive dimensions. The main findings indicated strategies for program effectiveness portrayed as adaptation details. Despite every study providing positive outcomes, limitation concerning confounding variables, sample size and disparity, generalizability, sustainability, and fidelity of implementation remain. CONCLUSIONS: Overall, the selected studies suggest great holistic outcomes for youth with disabilities and are to be implemented in addition to special schools or treatment. Future research should explore differences among less common disabilities, emphasizing cognitive outcomes, trainer impact, and program inclusivity to develop accessibility and effective interventions for youth with disabilities.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.019
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.009
Threshold uncertainty score0.022

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.019
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0070.006
Bibliometrics0.0060.006
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0050.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.021
GPT teacher head0.269
Teacher spread0.248 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations3
Published2025
Admission routes1
Has abstractyes

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