The Intermarium in Ukrainian and Polish Foreign Policy Discourse
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 ongoing Russian-Ukrainian conflict, crises in the European Union (EU), and armed conflicts in the EU neighbourhood have influenced the prospects of future development in eastern and central Europe. A search for new security architecture on the margins of the EU and regional collaborations that prevail across formal EU borders have forced national elites in Poland and Ukraine to redefine their efforts regarding regional and security co-operation. Rationales for joining an Intermarium (a regional, transnational project involving successor states of the former Polish–Lithuanian Commonwealth countries) are based on the perception of a threat coming from Russia. This article analyzes the Intermarium concept, first, from the perspective of “geopolitical imaginary” with emphasis on periphery-centre relations and, second, in the light of regional “security dilemma” as it appears in attempt of “smaller” states to counteract Russian threats.
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 | 0.002 | 0.003 |
| 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 | 0.000 | 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