Behind the Veil: Exploring the Recreation Needs of Muslim Women
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract The recreation needs of minority groups are often subjugated or marginalized when facilities and/or programs are designed to cater for exigencies of the general population. This situation is further exacerbated when these recreation services, by the nature of their provision, informally exclude the participation of certain groups of people. This paper details a research project exploring the recreation needs of one such minority group, Muslim women living in Australia, a predominantly Christian country. The study reported in this paper utilized in-depth interviews with Muslim women, representatives of Muslim womens' groups and recreation service providers, in the collection of primary data on recreation needs and provision. The narratives, which emerged from these interviews, suggest that many Muslim women experience considerable difficulties accessing programs and services that meet their religious requirements, and consequently feel systemically constrained in their recreation participation.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it