Régionalisation des débits moyens mensuels en Algérie du nord
Bibliographic record
Abstract
L'identification des régions ayant des caractéristiques hydrologiques homogènes en Algérie du Nord représente l'objectif principal de cette étude. L'analyse en composantes principales (ACP) et la classification par les composantes principales dynamiques (CPD) ont été appliquées sur les débits moyens mensuels de 51 stations hydrométriques. Les résultats de l'ACP ont montré l'existence de trois groupes hydrologiquement homogènes. La mise en oeuvre de la méthode CPD a aussi mis en évidence les trois mêmes groupes. Les types de régimes mis en évidence avec les deux méthodes sont de types simple, mixte et complexe. Le type de climat qui caractérise ces groupes est méditerranéen pour le premier, transition entre méditerranéen et semi-aride pour le deuxième et semi-aride pour le troisième groupe.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.007 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 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".