Vulnérabilité des eaux souterraines et périmètres de protection dans le bassin versant de la Mingoa (Yaoundé, Cameroun)
Bibliographic record
Abstract
La présente étude traite de la vulnérabilité des nappes phréatiques et de la proposition d’un périmètre de protection dans le bassin versant de la Mingoa, menacées par les foyers de pollution notamment les latrines traditionnelles représentant 83 % des ouvrages d’assainissement individuel. Ces nappes phréatiques sont fortement sollicitées par près de 63 % des ménages non raccordés au réseau SNEC 1 (LESEAU 2 , 2004). Le coefficient d’occupation des sols est de 90 %. La méthode repose sur les enquêtes, les observations directes et les analyses en laboratoire. Les résultats indiquent que l’épuration totale en zone non saturée selon la méthode Rehse est effectuée à plus de 3 mètres, les eaux souterraines sont de mauvaise qualité microbiologique. Deux zones de protection sont définies en tenant compte du contexte sociodémographique, pédologique et environnemental.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".