A Study of Female Body Shaming in the Fashion and Clothing Industry -Take Brandy Melville as an Example
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
Since ancient times, each era has had its own unique standard of beauty. The standards of beauty in modern society are very different from those in ancient times. In modern society, thin is beautiful, and women wear clothes to highlight their figures. This may not be a personal standard of beauty, but it has spread throughout society and is respected by many people. BM is an Italian clothing brand that goes by the full name Brandy Melville and is known for having only one size. BM style is a clothing style based on the clothes produced by this brand, which rose in the 1980s. Taking the BM style as an example, this paper will explore the origin, characteristics, popular reasons, and existing disputes of the BM style to demonstrate the aesthetic standards of today’s society. This kind of aesthetic standard first produces certain negative effects on the body. Women who don’t fit this criterion will get there in unhealthy ways. Secondly, it also has an impact on women’s psychology. If woman does not meet this standard, they will be discriminated against by the society, by man, even by other woman who fits that standard. These negative effects show how ridiculous this aesthetic is.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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