Les milieux humides dans le paysage des Petites Antilles : étude des mares de la Martinique
Bibliographic record
Abstract
Les types de milieux humides notamment les mares constituent des biotopes aquatiques essentiels dans le paysage de la Martinique. Elles sont caractérisées par la présence permanente ou temporaire, à très faible profondeur, d’eau douce par la prépondérance d’une phytocénose hygrophile et par l’existence d’un sol hydromorphe. L’objectif de cet article est d’identifier ces écosystèmes lentiques d’un point de vue hydrogéomorphologique et floristique. Nous avons inventorié vingt-trois mares. Puis, nous avons établi une première classification qui a abouti à distinguer les mares forestières des mares de savane. Ensuite, nous avons recensé sept espèces hydrophytes et un hélophyte.
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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 | 0.001 |
| 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 | 0.000 |
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 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".