Ukraine and the European Union: a perennial neighbour?
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
As ten new states are integrated into a family of democratic European nations, Ukraine, the second largest post‐Soviet state, is dismayed with the lack of progress in its own movement toward EU membership. While Kiev clamours to join the EU for both security and economic reasons, the Ukrainian government shies away from real reform at home. The paper examines dilemmas of Ukraine's ‘European choice’, focusing on the history of EU‐Ukraine relations, Kiev's strategy, mass perceptions, and the reasons behind the EU's unwillingness to start pre‐accession negotiations with the country. It concludes that the key obstacles in the way of Ukraine's Euro‐Atlantic integration are of Ukraine's own making and have to be addressed domestically. Ukraine's application for EU membership will not be favourably received until the country proves itself a democracy and reaches a higher level of economic development.
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 | 0.007 | 0.001 |
| 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