Estabilización del sector occidental de la antigua cantera de Punta Lucero en el Puerto de Bilbao
Bibliographic record
Abstract
El presente artículo describe las obras de estabilización de la antigua cantera de Punta Lucero en las instalaciones de la Autoridad Portuaria de Bilbao. Estas obras han sido necesarias para acabar con la caída ocasional de piedras y bloques que amenazaban diversas instalaciones con depósitos de combustibles implantadas en la plataforma portuaria. La actuación se ha concebido considerando la oportunidad de aprovechar los materiales para un proyecto en sus proximidades, las obras del Proyecto de Espigón Central de la ampliación del Puerto de Bilbao. Por otra parte, la operación de excavación se ha organizado mediante banqueo descendente y el transporte ha sido realizado a través de pozo-túnel. Este método presenta múltiples ventajas, tanto desde el punto de vista de la seguridad como desde la perspectiva ambiental y de emisión de gases de efecto invernadero. El empleo de este sistema no tiene precedentes en obras de estabilización de laderas.
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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) | 0.002 | 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".