Sport as culture: Social class, styles of cultural consumption and sports participation in Canada
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
Cultural consumption writ large has had a prominent place in the sociological discipline since Pierre Bourdieu. While Bourdieu often considered sport in analyses of culture, there have since been relatively few studies that are focused on considering sport within the broader landscape of cultural consumption. This paper seeks to assess the place of sports participation within the cultural lifestyles of Canadians. To this end, this paper employs multiple latent class analyses of various cultural and sporting variables from a large-scale Canadian government survey. It also employs regression analyses of those latent class groups. The results show three primary groups of consumers, pointing strongly to confirming the omnivore thesis in Canada. The results of the core of the analysis show, however, strong delineations in which sports these different groups consume. Ultimately then, the cultural domain of sports may be an area where omnivores practise more distinctive consumption, eschewing the sports of other consumer groups.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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 it