Guillaume Devin et la sociologie française des relations internationales
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
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...
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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.003 |
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