Diversity and Contestation over Nationalism in Europe and Canada
Bibliographic record
Abstract
Palgrave Studies in European Political Sociology addresses contemporary themes in the field of Political Sociology.Over recent years, attention has turned increasingly to processes of Europeanization and globalization and the social and political spaces that are opened by them.These processes comprise both institutional-constitutional change and new dynamics of social transnationalism.Europeanization and globalization are also about changing power relations as they affect people's lives, social networks and forms of mobility.The Palgrave Studies in European Political Sociology series addresses linkages between regulation, institution building and the full range of societal repercussions at local, regional, national, European and global level, and will sharpen understanding of changing patterns of attitudes and behaviours of individuals and groups, the political use of new rights and opportunities by citizens, new conflict lines and coalitions, societal interactions and networking, and shifting loyalties and solidarity within and across the European space.We welcome proposals from across the spectrum of Political Sociology and Political Science, on dimensions of citizenship; political attitudes and values; political communication and public spheres; states, communities, governance structure and political institutions; forms of political participation; populism and the radical right; and democracy and democratization.
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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 | 0.004 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.009 |
| Science and technology studies | 0.016 | 0.007 |
| Scholarly communication | 0.011 | 0.002 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".