The changing politics of European security : Europe alone?
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 Changing Politics of European Security A.G.Sens PART I: CHANGING SECURITY PERCEPTIONS IN EUROPE AND NORTH AMERICA Internal and External Security in the EU: Is There Any Longer a Distinction? M.Anderson Security Perspectives in Post-Communist Eastern Europe: 'Easternization' and 'Europeanization' L.Cohen Transatlantic Differences on Security Perceptions and Responses F.Cameron PART II: READY TO GO ALONE? UNFOLDING THE EU'S SECURITY AND DEFENSE POLICY Common Security and Defense Policy in the Treaty Establishing a Constitution for Europe M.Alvarez The European Neighbourhood Policy (ENP): A Strategy for Security in Europe? S.Ganzle Russia and ESDP: Partnership Strategy versus Strategic Partnership D.Danilov PART III: EUROPEAN SECURITY AND THE TRANSATLANTIC RELATIONSHIP From an Alliance of Commitment to an Alliance of Choice: The Adaptation of NATO in Time of Crisis H.Haftendorn The Challenges and Limits of NATO-ESDP Synergy A.Moens Strategic Partners, Different Strategies: The United States and Canada in the Transatlantic Security Community F.Merand
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 | 0.004 | 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 | 0.001 |
| 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