Diversity and Contestations over Nationalism in Europe and Canada
Bibliographic record
Abstract
This edited collection considers how transformations in contemporary societies have raised questions surrounding our sense of community and belonging, alongside our management of increased diversity.<br>\n\n<em>Diversity and Contestations over Nationalism in Europe and Canada</em> includes contributions that consider the rise in regional nationalism and a greater willingness to recognise that many states are multinational. It critically explores the effects of altered patterns of immigration and emigration, including whether they give rise to (or re-invigorate) transnational or border-crossing forms of nationalism.<br>\n\nThe book also identifies the patterns of national transformation, especially in Europe, which we see coupled with significant nationalist reactions by populists as well as extreme right-wing movements and parties. This multidisciplinary collection of works will be a useful resource forresearchers and students of political sociology in Europe and Canada, particularly within the contexts of immigration, multiculturalism and globalization.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.008 |
| Science and technology studies | 0.022 | 0.010 |
| Scholarly communication | 0.010 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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".