A francophone political culture? Similarities and differences among French speakers in Canada, Belgium, Switzerland, and France
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
Abstract This paper explores whether language shapes political culture by examining the case of French and a possible transnational francophone political culture. Using original survey data from Canada, Belgium, Switzerland, and France collected in autumn 2020, we find only small within-country differences between francophones and non-francophones and limited transnational alignment. National patterns dominate even in multilingual federations with divided media landscapes and centrifugal politics. Only regarding feminism and drug policy do we find evidence of a common francophone orientation. In both domains, French mother tongue is correlated with the same distinct attitude regarding the role of the state compared to non-French speakers. These findings suggest that language is indeed related to political culture, albeit in a circumscribed manner. We thus contribute to scholarship on political behaviour and multicultural federalism by exploring how language shapes attitudes for individuals and groups alike.
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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 | 0.000 | 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 | 0.000 | 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