La nécessaire diversification des politiques de salles de fitness. Les logiques d’action des entreprises de la forme en Alsace
Bibliographic record
Abstract
Dans le contexte d’une société célébrant les activités corporelles, la santé, le bienêtre physique et mental au nom de l’idéal de « la forme », le marché du fitness a attiré, au cours des trois dernières décennies, les convoitises d’investisseurs privés franchisés ou indépendants. Malgré la croissance de la demande d’activités phy siques et sportives de maintien ou de remise en forme, la gestion des salles de forme demeure une activité économique périlleuse et les faillites de ces entreprises sont fréquentes. Pour expliquer la dynamique du marché du fitness à la lumière du marché alsacien, notre travail tente de montrer que la politique d’offre des activités des salles marquée par la diversification répond aux attentes particulières de la demande des consommateurs dans un contexte local précis, mais dépend également des profils socioprofessionnels des responsables d’exploitation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.006 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".