Bezpieczeństwo europejskie czterdzieści lat po podpisaniu Aktu Końcowego KBWE
Bibliographic record
Abstract
The CSCE Final Act, signed in Helsinki in 1975, opened a new chapter in the search for the optimal security system in the Euro-Atlantic area, stretching from Vancouver to Vladivostok. It established a cooperative security system introducing a supra-bloc negotiation mechanism of political and economic cooperation, as well cooperation in such humanitarian fields as culture, education, exchange of information and interpersonal contacts. After the Cold War, CSCE organs were created and equipped with new competences in the field of preventive diplomacy and conflict resolution, but the evolution of the international order in Europe meant that, contrary to the original intention of the CSCE (renamed at the beginning of 1995 as the OSCE), it has not become the central institution of European security. As a result of the Eastern enlargement of NATO and the European Union, the principle of equal security for all participating states was abandoned. The OSCE remained a secondary institution specialising in what is called the soft aspects of security. The Ukrainian crisis, which broke out in the autumn of 2013, accompanied by other challenges and threats to security originating in other regions showed the need to revitalise the OSCE and create a Euro-Atlantic and Eurasian security community.
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.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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".