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 article analyzes the most important changes that have taken place over the past five years in the dynamics and geographical structure of foreign trade relations of the European Union (EU) as the largest entity in the system of modern international commodity trade. It is shown that, despite such rather unfavorable external factors as the increase in general turbulence in world commodity trade, the expansion of the zone of protectionist and sanctions measures, trade conflicts, the EU was able to maintain its dominant position in international commodity exchange. At the same time, the European Union has pushed the main competitors, as the latest statistics show a significant decrease in the share of the North American free trade Association (NAFTA, consisting of the United States, Canada, Mexico) and Japan in international exports. Continuing to pursue a balanced foreign trade policy, the EU used its traditional instruments not only to increase its activity in general and outside the European region, but also to maintain a positive balance of foreign trade. In addition, there are hopes for the resumption of goodneighbourly trade relations between the European Union and the Russian Federation, which have been complicated in recent years by the introduction and extension of sanctions measures by the EU and Russia's response. The author presents new statistical materials, numerous calculated data, for the first time introduced into the domestic scientific circulation.
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 | 0.000 |
| 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) | 0.000 | 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