Les pêches artisanales au cœur des systèmes halio-alimentaires durables
Bibliographic record
Abstract
L’objectif de cette contribution est de montrer comment les systèmes de pêche artisanale participent à la construction d’une sécurité alimentaire et plus largement s’inscrivent dans un développement durable des filières halieutiques. À partir de réflexions générales et d’expériences françaises, nous relativisons en premier lieu la place marginale de ce secteur artisan au sein du système halio-alimentaire mondialisé. Par la suite, nous insistons sur la politisation de celui-ci à l’échelle mondiale ainsi que sur quelques initiatives plus locales en termes de gestion et de valorisation des ressources, essentielle pour accroitre la participation de ces pêches aux enjeux alimentaires actuels.
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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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".