Un modèle forestier en transition ? Transformation des valeurs et modes de régulation des usages en forêts méditerranéennes françaises
Bibliographic record
Abstract
Cet article porte sur les débats en France depuis les années 1980-1990 autour des modes de gestion forestière, dans un contexte d’institutionnalisation des politiques de lutte contre les changements globaux, plus précisément le changement climatique et l’érosion de la biodiversité. À partir d’une analyse des argumentations des différents acteurs concernés par la gestion des forêts méditerranéennes françaises, il met en lumière les processus de transformation des valeurs sociales accordées à la nature, entre écologisation des valeurs instrumentales et émergence de la valeur intrinsèque. Ces transformations mettent en question les modes de régulation des usages des espaces forestiers, dans lesquels l’État et son administration forestière jouent un rôle prépondérant depuis le XIXe siècle.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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 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".