The Black Sea Region and EU Policy: The Challenge of Divergent Agendas
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
Contents: Foreword, Jackie Gower and Graham Timmins Introduction, Karen Henderson Part I EU Policy in the Black Sea Region: European neighbourhood policy or neighbourhood policies?, Marek Cichocki The EU in the wider Black Sea region: clumsy but attractive?, Lucia NajA!lovA! Convergence without finalite: EU strategy towards the post-Soviet states in the wider Black Sea region, Kataryna Wolczuk. Part II Security and Conflict Resolution: Black Sea or Black Lake? How US-Russian tensions are affecting EU policy, Carol Weaver The European Union's increased engagement with the South Caucasus, Dennis Sammut A cacophony: the EU's security policy towards the South Caucasus, Syuzanna Vasilyan. Part III Regionalization and Energy: Russia and Turkey: An ascendant multidimensional strategic partnership in the Black Sea neighbourhood, TunA Aybak Complex regionalization in the wider Black Sea area, Mukhtar Hajizada The EU's external policy of energy diversification in the wider Black (and Caspian) Sea region: regional security complex or security community?, Slawomir Raszewski Conclusions: the way forward, Carol Weaver Index.
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 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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