Les Usagers des parcours naturels de canyoning et de la structure artificielle Canyoning Park (France) : une approche socio-culturelle
Bibliographic record
Abstract
RésuméÀ partir d’une étude socio-culturelle réalisée par questionnaire (N = 417, S = 14) et complétée de plusieurs entretiens semi directifs, le présent article étudie les usagers des sites naturels de canyoning et ceux de la première structure artificielle consacrée à l’activité : Canyoning Park. Reproduisant en partie les oppositions traditionnelles à l’espace des sports, les résultats mettent en évidence quatre principaux groupes d’usagers et une segmentation forte entre la fréquentation des sites naturels et celle de la structure artificielle.L’article discute notamment les rapports au corps des pratiquants, leur idée de la nature et la place du mécanisme de distinction dans l’activité.
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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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.003 |
| 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".