Un premier pas vers la représentation de la nature devant le juge sénégalais : la reconnaissance des dommages à l’environnement marin
Bibliographic record
Abstract
Les côtes sénégalaises doivent faire face à plusieurs enjeux économiques, environnementaux, sociaux et humains. Les atteintes à l’environnement marin et côtier s’inscrivent dans un cadre juridique et institutionnel jusque-là insuffisant du fait tant de l’imprécision de certains textes juridiques que de leur très relative effectivité. Toutefois, le juge sénégalais par un premier jugement percutant vient contrecarrer cette affirmation et s’instaure comme un nouvel acteur du droit de l’environnement pour faire face à la vulnérabilité du milieu marin. En effet, en condamnant les auteurs d’atteintes à l’environnement, le Tribunal de Dakar s’est distingué en reconnaissant l’importance des atteintes à l’environnement mais également en sanctionnant les préjudices causés à l’environnement marin.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.012 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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 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".