L'écosysteme steppique face à la désertification : cas de la région d’El Bayadh, Algérie.
Bibliographic record
Abstract
La steppe algérienne est un écosystème aride caractérisé par des ressources naturelles limitées, un sol pauvre, des formations végétales basses et ouvertes et des conditions climatiques sévères. Ce travail est une contribution à l'analyse de la désertification dans la région d’El Bayadh. Le travail est basé sur deux méthodes de suivi et de compréhension. Un diagnostic phyto-écologique et l’utilisation de la télédétection et SIG comme outils puissants de suivi et d'investigation. L’objectif est de mettre en évidence l’importance du phénomène et d’analyser les principaux facteurs discriminants dans l’évolution de ce problème écologique et ses conséquences socio-économiques sur l’équilibre du système de l’organisation pastorale traditionnelle.
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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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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; both teacher heads agree on what is shown here.
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".