Europäische Sicherheit: Reaktionen im Westen auf Russlands Initiative: Beiträge aus Fachzeitschriften und Think-Tank-Publikationen
Bibliographic record
Abstract
Der russische Präsident Dmitri Medwedew wirbt seit Juni 2008 auf internationaler Bühne für die Schaffung einer gesamteuropäischen Sicherheitsgemeinschaft, die von Vancouver bis Wladiwostok reichen soll. Neben allen europäischen Staaten und Russland soll das Sicherheits- und Verteidigungsnetzwerk auch den USA und Kanada sowie Nato, OSZE und OVKS (Organisation des Vertrags über kollektive Sicherheit) als gleichberechtigten Mitgliedern offenstehen. Im Westen trifft Medwedews Vorstoß überwiegend auf Skepsis und Vorbehalte, wenn nicht offene Ablehnung. Dabei sollten jedoch die beiderseitigen Signale für mehr Kooperation und Vertrauen nicht übersehen werden. (Autorenreferat)
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 | 0.014 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.037 | 0.005 |
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".