Twelve EU Countries on the Eastern Flank of NATO: What about Ukraine?
Bibliographic record
Abstract
The Trimarium Initiative (TI) is a platform for co-operation of twelve central and eastern European (CEE) countries of the eastern flank of the European Union (EU), introduced by Poland and Croatia in 2015. The TI is based on member co-operation in the development of transport and communication, energy, raw materials (gas and oil) transfer infrastructure, and digitization. The region is an important and rapidly growing market, and the TI goal is to boost economic co-operation among these twelve countries. Ukraine is not an EU member state, so it cannot be a full member of the TI; however, several TI infrastructural projects are open to Ukrainian companies. As Russia’s aggressive energy policy impacts Poland, Ukraine, the Baltic states, Scandinavia, and Slovakia, the TI has a potential to meet this challenge. Transport and communication and energy transit infrastructure are promising areas of co-operation among TI countries and Ukraine. U.S. support has added optimism and prestige to the initiative.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".