Bibliographic record
Abstract
Contents: Finn Laursen: The EU in the Global Political Economy. Overview of Institutions, Instruments and Relations - Amy Verdun: The EU as a Global Actor. The Role of EMU and the Euro - Antonis Antoniadis: The EU's Implied Competence to Conclude International Agreements after the Reform Treaty. Reformed Enough? - Rafael Leal-Arcas: The European Union and the BRIC Countries. Unilateralism, Bilateralism and Multilateralism - Christian Marfels/James Sawler: The Significance of EU Merger Policy in the Global Economy and the Persistence of the Criterion of Dominance - Declan Walsh: Is the United States Facing Competition from Europe? - Osvaldo Croci/Livianna Tossutti: Canada and the European Union. A Story of Unrequited Attraction - Jerome D. Davis: Natural Gas and EU Energy Security. Russian-EU 'Co-Dependency'? - Finn Laursen: The EU and Japan. What Happened to the Persistent Trade Deficit? - Jing Men: Building a Long-Term EU-China Partnership - Stephen Dearden: Delivering the EU's Development Policy. Policy Evolution and Administrative Reform - Yanna Gutierrez Franco/Jose Manuel Martinez Sierra: EU Environmental Cooperation with Developing Countries - Joaquin Roy: Spain Takes the Lead in EU Policy towards Cuba - Peter Abrahamson: European Union Influence on Central American Integration. The Case of the Coming Association Agreement - Colette Mazzucelli: E3 Diplomacy with Iran. Reaching the Limits of the European Union as a Global Actor.
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.
How this classification was reachedexpand
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 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.002 |
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 teacher head, 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".