Brexit, COVID‐19, and attitudes toward immigration in Britain
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
OBJECTIVE: A key issue in Britain's referendum on European Union membership was the free movement of labor into Britain, with Brexit "Leavers" having more negative attitudes toward immigrants than "Remainers." Such anti-immigrant attitudes are driven by feelings of threat. The coronavirus pandemic presented a new threat in the context of ongoing Brexit negotiations. This paper examines how the COVID-19 pandemic affected anti-immigrant attitudes and how these effects differ between Leavers and Remainers. METHODS: Using an online survey in Spring 2020 of 3,708 individuals residing in the UK, we experimentally test the effect of priming COVID-19 thoughts on anti-immigrant attitudes, and examine whether this effect varies by Brexit identity. RESULTS: We show that COVID-19 may exacerbate anti-immigrant attitudes among Leavers while having little effect on Remainers. CONCLUSION: These findings support the idea that the coronavirus pandemic might have presented a new, viral, threat that heightened anti-immigrant attitudes among certain political identities.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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