A Qualitative Exploration of Immigrant Muslim Older Adults’ Experiences and Perceptions of Physical Activity
Bibliographic record
Abstract
Physical activity is essential for healthy aging; however, there has been little exploration of physical activity in Muslim older immigrants in Canada. Over one million Canadians identify as Muslim, the majority is first-generation immigrants, with increasing cohorts entering older age. A community-based participatory research project on healthy aging was conducted with 68 older adults and community members from South Asian, Arab, and African Muslim ethnocultural communities in a Canadian urban center. A combination of individual interviews and focus groups discussions were completed, followed by thematic analysis of data. Participating community groups emphasized the importance of physical activity in older age and prioritized the need for physical activity programs. The four themes highlight Muslim older immigrants' perspectives on physical activity in Canada: (a) values and approaches to staying active; (b) health factors: pain and health limitations; (c) social factors: culture, religion, and belonging; and (d) environmental factors: safety and accessibility.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".