Far-right cooperation: Gender, political networks, and the <i>cordon sanitaire</i> in the European Parliament
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
Even as the far-right parties of Western Europe have made broad electoral gains, mainstream parties continue to enact a cordon sanitaire, effectively curtailing their legislative impact. Any potential ability of women far-right politicians to cooperate across party lines would open up important political opportunities not available for them within the far right. This article seeks to address the following question: are women of the far right able to cooperate with members of other political parties in ways that their men colleagues cannot? Using a network analysis of motion co-authorship across three sessions of the European Parliament, I find that there is a double marginalization of far-right women politicians – as women in far-right politics, and as far-right politicians in the European Parliament – which results in women politicians who lack influence within their parties, and within the European Parliament more broadly.
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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 | 0.005 | 0.000 |
| 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 | 0.001 | 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