Powrót eteryczności wypieranej. O wciąż żywej idei Europy Środkowej w ćwierćwiecze jej ostatniego uśmiercenia
Bibliographic record
Abstract
The aim of the article is to consider the condition of Central Europe as one of the political-cultural circles of the continent at a quarter of a century since the countries of the region initiated their system transformation as well as in the face of deep contemporary changeovers taking place in Europe and worldwide. This transition will pose a background for a couple of questions developed in the subsequent points: firstly, recurring tendency to kill symbolically Central Europe as an idea; secondly, inclination to treat the countries of the region as the West (possibly: almost the West), sometimes appearing on a wave of integration progress; thirdly, the problems these countries have creating a platform for common political actions; fourthly, an attempt at finding this communality within the frames of one of the future — for Central Europe: definitely negative — scenarios.
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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 | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".