The Manifestation of Sexual Repression, Gender in Popular Music: A Case Study on Katy Perry
Bibliographic record
Abstract
Michel Foucault had discussed that the repression of sexuality was a manipulation of ideology by dominant group. He stated that sexual repression was nothing but a hypothesis that allowed the agencies of power (bourgeoisies, or males) to verbalize sexuality to satisfy their pleasures and desires. On the other hand, women repression has been long existed in popular music culture. The empowerment and independence of women, therefore, became a breakthrough in the history of popular music. However, the author made an assumption that the repressive hypothesis also occurred in this music-gender context. This paper critically analyzed Katy Perry’s hit single “Teenage Dream” by applying Foucault’s statements in finding the implication of the women repressive hypothesis. The study showed that the traditional context of sexual repression has been transferred to a masculinity-femininity conflict where the repression of womenwas only a hypothesis, raising a conclusionthat the liberation of women in popular music is the pleasures of the patriarchy.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.021 | 0.011 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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".