Compétition entre bâti et agriculture dans la conquête des bas-fonds de la ville de Bouaké : le savoir-faire ou les actions stratégiques des citadins-agriculteurs pour préserver les espaces agricoles
Bibliographic record
Abstract
Dans les villes ivoiriennes comme dans la plupart des villes africaines, le foncier constitue un enjeu capital pour le bâti. Même les zones souvent dites non constructibles suscitent de plus en plus d’intérêt. Dans la ville de Bouaké, la lutte pour la conquête des bas-fonds entre bâti et agriculture prend de l’ampleur. D’une part, le bâti qui manifeste le désir de s’approprier les bas-fonds use de tous les moyens. Et d’autre part, une activité agricole pratiquée depuis des décennies qui grâce au savoir-faire et aux stratégies des citadins-agriculteurs compte bien se pérenniser dans ces zones humides de la ville.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.012 | 0.001 |
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".