Trajectoires socio-économique et spatiale de l’agropastoralisme dans la région de Djebel Amour
Bibliographic record
Abstract
À l’image de l’ensemble des territoires ruraux, le rythme d’évolution des territoires steppiques algérien s’est accéléré durant le dernier quart du siècle sous l’impulsion des facteurs de la modernité. Lors d’un travail de recherche sur la région de Djebel Amour, mené et publié en 2003, nous nous sommes intéressés à cette évolution et à ses facteurs. Plusieurs scénarios d’évolution ont ainsi été proposés. De retour dans la région 15 ans après, nous avons voulu vérifier la véracité des scénarios proposés et savoir si l’un parmi eux s’est concrétisé. L’analyse porte sur la dynamique des composantes des scénarios en fonction de la situation actuelle dans la région.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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 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".