Guillaume Devin et la sociologie française des relations internationales
Bibliographic record
Abstract
Guillaume Devin suit l’art de la méthode scientifique : c’est en partant d’un constat d’insatisfaction à l’égard de la théorie consacrée des relations internationales qu’il convoque la sociologie et l’histoire afin de concevoir une approche paradigmatique des relations internationales mieux en prise sur l’objet international et surtout sur sa complexité contemporaine. Nul doute que cet effort novateur ouvre, en France et au-delà, des voies nouvelles qui allient une banalisation de l’international comme fait social et une réévaluation du politique qui abandonne ainsi cette configuration mécanique et prédéterminée que la vulgate dominante des relations internationales lui avait conférée sous les oripeaux de la très médiatique géopolitique. Un appel somme toute à un retour à la recherche...
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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 | 0.005 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.008 | 0.018 |
| Scholarly communication | 0.007 | 0.010 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".