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Record W2989161001 · doi:10.32799/ijih.v14i2.31890

Results of a culturally relevant, physical activity-based wellness program for urban Indigenous women in Alberta, Canada

2019· article· en· W2989161001 on OpenAlexaffvenueabout
Sonja Wicklum, Megan Sampson, Rita Henderson, Shelley Wiart, G. Muñoz Pérez, Ashlee McGuire, Erin Cameron, Lynden Crowshoe, Kerry McBrien, Elsy Willis

Bibliographic record

VenueInternational Journal of Indigenous Health · 2019
Typearticle
Languageen
FieldHealth Professions
TopicObesity and Health Practices
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsIndigenousPedometerContext (archaeology)GerontologyHealth equityAnthropometrySocioeconomic statusCommunity healthPsychologyPhysical activityEnvironmental healthMedicinePublic healthNursingPhysical therapyGeographyPopulation

Abstract

fetched live from OpenAlex

Increasing physical activity and improving nutrition is challenging for Indigenous women. Their lives are complex and influenced by sociopolitical structures and racism that have yielded family breakdown, socioeconomic inequality, and high levels of poor health. Women Warriors (WW), an eight-week physical activity-based wellness program, was designed to support Indigenous women in their efforts to increase physical activity levels, improve nutrition, and develop support systems to produce good health. To evaluate the impact of the program, we completed a mixed method pre/post evaluation of four program sessions, from January to December 2016. The WW program resulted in increased weekly pedometer step counts, increased nutrition skill acquisition, and improved confidence in exercising as a group and increasing fruit and vegetable consumption. It also produced demonstrable improvements in anthropometrics. Participants developed positive social support systems and learned about the health and social resources available to them in their community. They appreciated that the program motivated them by keeping them accountable and offered opportunity to share their experiences in the context of the sharing circle. The program identified barriers to health change, including lack of resources that support physical activity, healthy eating, and personal stress management. Participants recommended that future programs increase in duration and intensity and offer enhanced nutrition and health education, increased avenues for support system development, and opportunities to network outside of the program. The WW program was well received and shows promise as a practical, community-based method to provide support to Indigenous women interested in increasing positive health behaviours.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.532
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.023
GPT teacher head0.404
Teacher spread0.381 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations8
Published2019
Admission routes3
Has abstractyes

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