“No Soft Touch”: Romani Migration to the U. K. at the Turn of the Twenty-first Century
Bibliographic record
Abstract
This paper discusses Romani migration to the U. K. from Central and Eastern Europe (CEE) in the closing years of the twentieth century, with particular reference to the Czech and Slovak Republics. These case studies were chosen to illustrate wider points because they are the best documented, particularly with regard to illuminating sociological research on motivations for migration. Comparisons with similar migration to Canada shed further light on the situation. Refugees from these CEE countries have met a hostile reception in the U. K. It is argued here, however, that popular ignorance alone does not provide a sufficient explanation for this hostility: rather, the condemnation of Romani asylum seekers is seen as an expression of a deep-rooted and long-standing anxiety in the U. K. about immigration and its potential consequences. In spite of their relatively insignificant numbers, Roma have acted as convenient motifs in this ongoing discourse, being assigned a prominent symbolic role at a time of heightened political sensitivity.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.011 | 0.009 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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".