Bibliographic record
Abstract
The European Council represents the supreme level of political cooperation between the EU member-states. Diverse questions pertaining to international politics are discusses on the various levels: summits (in 2019 EU – League of Arab States summit, EU –China summit, EU – Ukraine summit in Kyiv, EU – Canada summit in Montreal, G7 summit); conferences and informal meetings; council boards on foreign affairs; joint conferences; association councils, etc. A new strategic agenda 2019-2024 adopted by the European Council determines he priority areas that guide the work of the European Special Councils and other EU institutions. Transatlantic relations, crises in Syria, Ukraine and other parts of the world, relations with Russia, Iran nuclear deal, and other question remain on the agenda of the European Council. The article explores the legal framework of the actions of European Council in the area of foreign policy. The overview of foreign policy agenda of the European Council allows analyzing the role of the European Union on the international arena.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.011 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.017 | 0.006 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.015 | 0.007 |
| Insufficient payload (model declined to judge) | 0.017 | 0.009 |
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 source (direct Gemma or distilled Codex), 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".