Glocalised fitness: the franchising of a physical movement, fitness professionalism and gender
Bibliographic record
Abstract
The focus of this study is on the development of a globalised and localised gym and fitness culture. The article takes its point of departure from three distinct levels. These are (1) organisational aspects of the culture, (2) fitness professionals’ individual trajectories, and (3) national variations and gender regimes. The findings indicate that fitness professionalism is emerging as an uncertain profession. On the one hand there are international accreditation systems that aim to ensure the status of these professionals. On the other hand, there are simultaneous tendencies towards devaluation of the status of fitness professionals, on a global level. Partly, this can be related to the standardisation of training programmes, as well as the connectedness between the service industry and feminised gender regimes. In conclusion, the globalisation of fitness is a highly gendered process, involving national body ideals and cultural variations in how fitness professionals are valued and perceived locally.
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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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.014 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".