Defending Europe from below: pro-European activism in Germany and the UK and its contribution to the politicisation of Europe
Bibliographic record
Abstract
The ‘politicisation of Europe’ has mainly been discussed with reference to Eurosceptic parties in the ‘conventional’ political arena. From the perspective of the anti-Brexit campaign in the UK and Pulse of Europe in Germany, this article focuses on grassroots pro-European mobilisation to explore the potential of politicisation ‘from below’. The two movements stood out in their ability to provoke considerable levels of grassroot mobilisation. We argue, however, that both movements reached a strategic impasse that was marked by a lack of clarity about their desired future of Europe, and which hampered their ability to generate political change. Our comparative analysis of campaign materials and interview data reveals that these movements struggled to articulate a) diagnostic frames that struck the right balance between problematising the current political situation whilst supporting the established order, and b) prognostic frames that extended much beyond the defence of the status quo (ante).
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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 | 0.006 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.007 | 0.012 |
| Scholarly communication | 0.009 | 0.007 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.004 | 0.003 |
| 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".