32. OUTSIDE: Security and Cooperation
Bibliographic record
Abstract
section 5 The End Approaches 32.outsiDe: Security and Cooperation The gap between rough reality and polite policy statements was maddening to President Izetbegović, who managed to escape his besieged city to attend the Budapest summit of the Conference for Security and Cooperation in Europe (csce) in December 1994.Created twenty years earlier, that organization comprised almost all European countries, plus Canada and the United States.1 The founding pact outlined general principles of international behavior and addressed economic, environmental, and humanitarian issues.Covering the December meeting, the Christian Science Monitor let loose a torrent of scorn: "With its failure even to issue a statement critical of the latest outrages by the Bosnian Serbs, the [csce] meeting . . .joined the United Nations, the European Union, and nato as another international organization unable to take any meaningful steps for peace in the Balkans. . . .The csce fiddled as Bosnia burns."2I sat behind President Clinton, watching world leaders around the gigantic table take turns expounding.The fiddle score, it turned out, was an affected and stale proclamation, "Toward a Genuine Partnership in a New Era": 2. We believe in the central role of the csce in building a secure and stable csce community, whole and free. . . .3. . . .We are determined to give a new political impetus to the csce, thus enabling it to play a cardinal role in meeting the challenges of the twentyfirst century.4. . . .Since we last met . . . the roots of democracy have spread and struck deeper.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.017 |
| Scholarly communication | 0.018 | 0.015 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.012 | 0.009 |
| Insufficient payload (model declined to judge) | 0.053 | 0.019 |
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".