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Record W7133003452

Exploring the Utilization of a Wellness Framework for Children and Young People with Intellectual and Developmental Disabilities within Adaptive Sports Programs

2023· dissertation· W7133003452 on OpenAlexaff
Victoria Formusa

Bibliographic record

VenueTSpace · 2023
Typedissertation
Language
FieldMedicine
TopicSpinal Cord Injury Research
Canadian institutionsToronto Rehabilitation Institute
Fundersnot available
KeywordsCoachingAffect (linguistics)AthletesYouth sportsHealth promotionIntellectual disability
DOInot available

Abstract

fetched live from OpenAlex

Introduction: Children and young people with Intellectual and Developmental Disabilities (IDD) have unique abilities and challenges that affect their health and wellness. Adaptive sports programs offer important opportunities to support their wellness. Objective: To explore the integration of a Wellness Framework into adaptive sports programs tailored for children and young people with IDD. Methods: 1) A rapid scoping review using Wellness Framework principles to provide a summary of sports coaching strategies to support the wellness of children and young people with IDD in a sports setting. 2) An explanatory sequential mixed-method study using non-participant observation to describe if and how the Wellness Framework principles were integrated into real-world adaptive sports programs run by Special Olympics. Results: The Wellness Framework was both supported in the literature and real-world sports programs and has been demonstrated to be a useful tool to help children and young people with IDD live their most meaningful lives. The summarized list of strategies to support the wellness of children and young people with IDD may be helpful for supporting their overall wellness if implemented by sports staff. Discussion: Sports coaches and health promotion staff have opportunities to purposefully integrate the strategies identified through both the scoping review and observational study to support the wellness of children and young people with IDD.

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)0.021
metaresearch head score (Gemma)0.018
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.113

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0210.018
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.003
Science and technology studies0.0020.003
Scholarly communication0.0050.004
Open science0.0010.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.126
GPT teacher head0.381
Teacher spread0.255 · 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 designQualitative
Domainnot available
GenreEmpirical

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

Citations0
Published2023
Admission routes1
Has abstractyes

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