Bibliographic record
Abstract
Face aux dysfonctionnements du système et au manque d’efficacité apparent des régimes internationaux de protection de l’environnement, la communauté internationale s’efforce, depuis 2001, d’élaborer les contours d’une réforme qui demeure élusive. Si le processus engagé par le pnue , l’ onu et les initiatives franco-allemandes ont redynamisé le débat sur la gouvernance de l’environnement, les conditions ne sont pas réunies pour la mise en place d’un modèle plus centralisé. Les impasses actuelles et les progrès limités depuis le Sommet de Johannesburg de 2002 montrent la nécessité de réfléchir à des modes de gouvernance différents de ceux qui ont servi de modèle et s’avèrent des carcans plutôt que des moyens d’avancer vers la définition collective d’un bien commun en matière d’environnement.
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 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 | 0.000 | 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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".