L'environnement "révolutionnaire" : pratiques, discours et dynamique socio-environnementale de la gestion des ressources côtières à Cuba
Bibliographic record
Abstract
This research analyses the dynamics of coastal resource management in the village of Las Canas, located in the province of Pinar del Rio, Cuba. More specifically, this study examines the environmental practices and discourses of individuals in the community of Las Canas, of researchers involved in a sustainable development project focused on the mangroves in the région, and of state représentatives from the Ministry of Science, Technology and Environment (CITMA), as well as other governmental agencies involved in the area of Las Canas. This research examines how, in a context of transformation characterized by environmental dégradation, deep économie crisis and state decentralization, thèse three catégories of social actors, that is, individuals, researchers, and state représentatives, exploit and protect natural resources and construct socio-environmental relations through linkages among themselves and with the environment.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".