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Record W2953826988

Physical activity experiences of Aboriginal youth

2010· article· en· W2953826988 on OpenAlexaffabout
Tara-Leigh McHugh

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicPhysical Activity and Health
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsPhysical activityFocus groupPsychological interventionQualitative researchPositive Youth DevelopmentPsychologyYouth studiesPublic relationsSociologyPolitical scienceMedicineDevelopmental psychologySocial science
DOInot available

Abstract

fetched live from OpenAlex

There is a current focus on the "obesity epidemic" among Canada's Aboriginal peoples, particularly Aboriginal youth. Physical activity is often promoted in an effort to address obesity, yet the voices of Aboriginal youth in the physical activity literature is limited. Thus, the purpose of this research was to explore the physical activity experiences of Aboriginal youth. Eight Aboriginal youth (ages 15-18 years) participated in one-on-one interviews and follow-up focus group discussions; five themes emerged. Participants explained how physical activity: (1) is collective, (2) is part of me, (3) builds bonds, (4) takes money, and (5) makes you better, faster, stronger, smarter. This research is unique in that it fills a significant gap in the physical activity research literature by employing qualitative methods that support and highlight the voices of Aboriginal youth. The participants were very explicit in their hopes for the development of culturally specific programs that can support Aboriginal youth to be more physically active. Specifically, they argued that funding is needed if youth are to overcome the financial barriers that often prevent them from being physically active. This research has important implications in that it serves as a first step in better understanding the physical activity experiences of Aboriginal youth. Such understanding is needed as it could serve as the foundation for the development of more effective and appropriate physical activity programs and interventions for Aboriginal youth.Acknowledgments: Thank you to the participants for taking the time to participate and share their knowledge, and to the University of Alberta for providing funding to complete this research.

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)0.001
metaresearch head score (Gemma)0.002
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.338
Threshold uncertainty score0.671

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0080.002
Scholarly communication0.0020.001
Open science0.0010.003
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 head0.036
GPT teacher head0.381
Teacher spread0.345 · 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

Citations16
Published2010
Admission routes2
Has abstractyes

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