The Politicization of European Integration: More than an Elite Affair?
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
A growing literature in research on the European Union (EU) claims that European integration has become comprehensively politicized in the EU's population. The most convincing evidence for this assertion stems from research on political and societal elites — studies of party manifestos, interest groups' activities, news media reporting and the like. By contrast, evidence on politicization trends in the broader citizenry is much more ambiguous. This article raises the question of whether politicization is more than an elite phenomenon. Based on a differentiated conception of politicization, it analyzes focus groups conducted with EU citizens in four member states. It shows that, for most citizens, only the fundamentals of European integration have gained political saliency, while the EU's day-to-day activities remain largely non-politicized. In addition, patterns of politicization in the European population are conditioned by significant knowledge deficits.
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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 | 0.002 |
| 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