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
Ukraine's choice of European association and Deep and Comprehensive Free Trade Agreement (DCFTA) with the EU over membership in the Eurasian Customs Union (ECU) advocated by Russia has plunged the country into chaos and led to the most serious security crisis in Europe since the end of the Cold War. While much has been said about Russia's role in provoking the crisis and contributing to Ukraine's misery, the discussion of relative economic merits of Ukraine's European association versus Eurasian integration has been put on back burner now that Ukraine's choice seems to be clear. This article revisits the question, arguing that the DCFTA increases the country's vulnerability to external shocks and accelerates the decline of domestic industry. In the short- to mid-term perspectives, Ukraine would be better off as a member of the common economic space with Russia and other ECU states, while in the long-term perspective ECU membership could offer a less painful, albeit more protracted, path to economic modernization.
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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| 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