The EU as a Gender Equal Polity: Myths and Realities
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Gender equality is an important aspect of the foundational myths of the European Union (EU). However, despite a number of equality policies, the gender myth has been largely unsuccessful in creating a sense of loyalty among European women. This article draws on two cases studies, parental leave policy and liberalization of the airline industry, to investigate why the myth of gender equality has not resonated with European women. The first case demonstrates that, if the European gender narrative runs up against contending national myths, the EU narrative may be undermined. The second case shows that if EU gender initiatives are forced to compete with dominant narratives in the economic sphere, they are quickly undermined. In other words, the EU gender myth, though well grounded in legislative reality, is too weak to create the gender equal polity that it envisions.
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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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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