Bibliographic record
Abstract
Conseiller diplomatique du président François Mitterrand, ministre des Affaires étrangères sous Jacques Chirac, auteur d’un rapport sur "la France et la mondialisation" pour Nicolas Sarkozy : à l’évidence, peu d’hommes ont exercé dans la France contemporaine une aussi grande influence sur sa politique extérieure qu’Hubert Védrine. Depuis son départ du Quai d’Orsay en 2002, il est resté un observateur engagé qui a su offrir des analyses nuancées sur l’évolution des relations internationales, une réflexion pétrie par son attachement à comprendre le monde et son histoire. Si sa ligne réaliste peut surprendre, c’est sans doute parce qu’Hubert Védrine a toujours parié sur la capacité du public à comprendre les nuances les plus subtiles de la politique étrangère. En méditant le monde qui passe et celui qui vient dans "Le temps des chimères", il ne s’éloigne guère de cette perspective. En répondant aux questions de Sens Public, il offre à découvrir ses méditations sur l’avenir de l’Europe.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.007 |
| Scholarly communication | 0.011 | 0.010 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.015 | 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".