Bibliographic record
Abstract
Malgré le caractère parfois participatif de l’élaboration des plans de gestion et des mesures de zonage, les Aires marines protégées sont rarement des exemples de mise en oeuvre réussie d’une gouvernance décentralisée des ressources naturelles, ainsi que le montrent les conflits récurrents entre organes de gestion et groupes sociaux. En tant qu’héritières des logiques topographiques de l’État, les AMP peinent, au même titre que leurs devancières terrestres, à s’adapter aux contextes socioéconomiques, écologiques et locaux, et engendrent souvent des inégalités. Malgré leur intention avouée d’une gestion décentralisée, les AMP d’Afrique de l’Ouest s’intègrent peu aux modalités locales d’exploitation des ressources, et notamment à la diversité et à la complexité des usages locaux, amputant du même coup la maîtrise du territoire par leurs résidents. Nous illustrons ce paradoxe dans le cas de l’Aire marine protégée du delta du Saloum au Sénégal.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.016 | 0.002 |
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".