Bibliographic record
Abstract
Afin de placer les contributions à ce numéro dans un contexte théorique plus large, nous montrons comment les problèmes écologiques peuvent être approchés à partir des perspectives qu’offre la sociologie de l’environnement. Les problèmes écologiques sont des constructions sociales résultant d’un processus complexe de définition, d’appropriation et de diffusion sociale. Ils donnent lieu à des débats et des controverses publiques, dévoilant des conflits et des alliances entre acteurs sociaux. Ils peuvent conduire à des décisions collectives s’institutionnalisant en politiques et pratiques publiques et privées. Quatre approches des enjeux environnementaux, accentuant des aspects différents des relations sociales à l’environnement, sont passées en revue : l’écologie politique, l’écologie humaine, la modernisation écologique, et l’analyse des controverses socio-écologiques. Les articles rassemblés dans ce numéro s’inscrivent dans l’une ou l’autre de ces approches, à l’exception de l’écologie humaine.
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 | 0.003 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.011 | 0.006 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.413 | 0.197 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".