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Record W6988094004

WÎCIHITOWIN: WORKING TOGETHER TO SUSTAIN WELLNESS PROGRAMMERS IN NORTHERN INDIGENOUS COMMUNITIES

2024· dissertation· en· W6988094004 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity Library (University of Saskatchewan) · 2024
Typedissertation
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousInsiderThematic analysisSustainabilityContext (archaeology)PassionCoachingPerspective (graphical)
DOInot available

Abstract

fetched live from OpenAlex

Physical activity and wellness programs are vital for overall health. This is also the case in Canadian Northern Indigenous communities where programming can aid in addressing health disparities, foster cohesion, and preserve cultural practices. However, these programs often face sustainability challenges due to geographic isolation, economic constraints, and social barriers. This study explores the factors contributing to the long-term engagement and effectiveness of wellness and physical activity programmers in Montreal Lake Cree Nation. Rooted in my experience as a teacher and Health and Wellness Consultant within the community, I leverage my ongoing relationships and insider perspective to add additional context and comparisons to the research. The study aims to answer the key questions of: What factors contribute to the programmers long-term engagement and effectiveness? What barriers and facilitators sustain these individuals?\nUsing a descriptive qualitative study design, I worked with seven long-term programmers at the Montreal Lake Cree Nation Wellness Hub in Northern Saskatchewan. Through semi-structured interviews, participant observation, using the method of thematic analysis, the results provide an in-depth understanding of their experiences working in a Northern Indigenous Community, building relationships, and exploring their passions for physical activity and working with youth. Findings highlight the factors that sustain programmers and offer strategies for their retention and well-being. The overarching themes we identified showed us that a high level of personal passion and commitment is crucial to achieve long-term engagement and effectiveness in this setting. This passion was supported through consistent relationships and a feasible role which helped the programmers navigate, and ultimately overcome, many of the challenges and barriers that they faced. While focused on one specific community, the implications of this study are significant for other Northern Indigenous communities seeking sustainable wellness programs. This research contributes to the growing body of literature surrounding Indigenous wellness programs, workforce sustainability, and health promotion.

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)0.006
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 score0.781
Threshold uncertainty score0.435

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0200.007
Scholarly communication0.0040.003
Open science0.0020.008
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.009
GPT teacher head0.220
Teacher spread0.210 · 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
Published2024
Admission routes1
Has abstractyes

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