From the Board: The Paradox of Proliferation and Contestation of Economic Integration
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
With the delivery of Opinion 1/17 on 30 April of this year, a major constitutional hurdle has been cleared for the European Union allowing it to include investor-state dispute settlement mechanisms in its international agreements with third states. The Opinion was requested by Belgium following the 'Walloon crisis' in 2016: Wallonia's refusal to consent to the federal government's signature of the EU's landmark trade-deal with Canada, the Comprehensive Economic and Trade Agreement (CETA), unless Wallonia's conditions were met. 1 The Walloon crisis was met with an extraordinary level of despair among the EU institutions. Commission president Jean-Claude Juncker lamented that 'if we would not be able to conclude a trade deal with Canada, I do not see how we can conclude trade deals with other parts of the world' and European Council president Donald Tusk stated that he was 'afraid CETA could be our last trade agreement'. The EU has since concluded the Japan-EU Free Trade Agreement (JEFTA) with Japan and is on course with its negotiations for trade deals with Mexico, Australia, New Zealand, Singapore, Mercosur, and even the United States.
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 | 0.001 | 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 | 0.001 |
| 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