Stability of the new alluvial fan of el partido stream, located in the eastern side of el rocío village in the doñana national park (spain), after the actions carried out to restore its hydrological regime
Bibliographic record
Abstract
We present, fi rst of fall, a recall of the formation of a new alluvial fan at El Partido stream between 1982 and 2006, located in the eastern side of El Rocío village, over the Doñana National Park Marshes, as a result of the channelization of the mentioned stream with crop purposes in 1981. The settlement of the new alluvial fan, over an area of special protection, and the concerns linked to its expansion and growth, hindering the drainage of the urbanized area of El Rocío village after fl ood events, caused a strong impact. The analysis of the situation drove to the conclusion that the most suitable measure to stabilize the new alluvial fan was to restore the functionality of the former alluvial fan located upstream the study area. The restoration works were executed in 2006 and from the year 2007 the monitoring of its behavior in several fl ood events that occurred in the stream has been carried out. This paper sum-marizes the followed restoration scheme of the former alluvial fan and describes the main monitoring tasks, especially during the last 2 years focused specifi cally in the neighborhood of El Rocío village. To conclude, a description of the recent fl ood behavior along the fi nal reach of the stream, as a result of the restoring works and its impact on the current stability of the new alluvial fan has been provided.
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".