Le rôle des services et des investissements dans l’hypertrophie de la ville d’El Oued au bas Sahara algérien
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Depuis une quarantaine d’année, le Sahara Algérien change sous l’impulsion d’une politique volontariste, en créant des entités administratives, en investissant dans l’économie et les équipements qui se trouvent concentrés dans les chefs-lieux de wilaya . Ainsi, le système urbain saharien est déséquilibré à cause d’une forte concentration de la population dans les villes principales au détriment des petits et moyens centres. Conséquemment, la ville saharienne hypertrophiée n’arrive plus à répondre aux besoins de sa population et se trouve confrontée à des problèmes insolubles. C’est le cas de la ville d’El Oued.
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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 | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it