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
This article explores the ways in which conceptions of hegemonic femininity are exploited and reinforced on Canadian weight-loss makeover programs The Last 10 Pounds Bootcamp (2007–) and Bulging Brides (2008–). These shows feature predominantly female participants whose prescribed diet and exercise regimes promote physical ideals that are bound up with notions of discipline, desirability, and belonging, while claiming the vicarious authority of contemporary health discourses on obesity. This article argues that despite Canada’s reputation as a “socially healthy” nation, the gendered depiction of body weight and size on The Last 10 Pounds Bootcamp and Bulging Brides provides a contradictory picture of the treatment of women’s bodies in Canadian society. The article then considers the implications of possible alternative readings of these transformation narratives, which suggest that multiculturalism may be a lens through which more traditional views of gendered national identity can be subverted.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.006 |
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