Cartographie de l’érosion hydrique en zone montagneuse : cas du bassin versant des Aït Bou Goumez, Haut Atlas, Maroc
Bibliographic record
Abstract
El objetivo de este trabajo es la realizacion de la cartografía de erosión hídrica en zonas montañosas (Alto Atlas, Marruecos), basándose sobre tres principales factores: la friabilidad del sustrato litológico, el buzamiento y la densidad de la coberteza vegetal. El mapa del potencial erosivo se obtiene por la suma de índices relativos a las capas temáticas (la friabilidad del sustrato litológico, el buzamiento y la densidad de la coberteza vegeta) multiplicado por los porcentajes de contribución de cada factor. Estos porcentajes se han obtenido por iteración refériéndose a la realidad del terreno. Los porcentajes 50%, 30% y 20% retenidos corresponden respectivamente a la friabilidad del sustrato litológico, el buzamiento y la densidad de la coberteza vegetal. Este trabajo puede ser utilizado para cartografiar el potencial erosivo en otras cuencas de drenaje del Alto Atlas central que presentan facies geológicas, topografía y coberteza vegetal similares a la zona de Aït Bou Goumez.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 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".