Where is the EU–UK relationship heading? A conjoint survey experiment of Brexit trade-offs
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
The Trade and Cooperation Agreement (TCA) is the start of a new relationship between the UK and the European Union (EU). As the consequences of Brexit unfold, there will be pressure to change the TCA, either in a “softer” or “harder” direction. To determine the potential medium-term direction of the EU–UK relationship, we conducted a conjoint survey experiment with a sample of British voters, where we asked them to choose between different hypothetical package deals. When faced with such choices, British citizens overall mostly support a softer relationship in which the UK applies EU regulatory standards in return for greater access to the single market. However, Leave voters most often support a much harder trade-off of full regulatory sovereignty but continued restrictions on UK exports.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it