Competing Logics of Integration: EU Trade Post-Brexit
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 European Union’s (EU) external trade policy has long been championed by scholars and practitioners alike as one of the great accomplishments for European integration. The UK’s exit from the EU in 2020 offers many precedents; one of which is the current negotiation of a trade deal between the EU and a former important member of the single market. This paper outlines the trade negotiation process between the EU and the UK and the resulting Trade and Cooperation Agreement (TCA) against the backdrop of the COVID-19 pandemic to forecast the broader potential evolution of EU trade policy. The increasing visibility of nationalist and protectionist statements in various instances of political communication suggests a major shift in multilateral norms away from the liberal-international emphasis on heightened trade and interdependence. The implications for the EU external trade policy are a re-direction of efforts toward internal single market cohesion, and a more cautious approach to future potential trade agreements.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.001 |
| 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) | 0.000 | 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