Uso de conexiones en la construcción de estructuras de guada (Bambú)
Bibliographic record
Abstract
Antecedentes: La guadua (bambú) es uno de los materiales que se utiliza como material de construcción desde la antigüedad. Este es un recurso subutilizado ampliamente disponible en países con rápido desarrollo económico. En esta revisión se presentan el uso de la guadua (bambú) como elemento estructural, los estudios sobre el uso de conexiones en estructuras de guadua (bambú) desarrolladas en los últimos años, tanto a nivel mundial como en Colombia y algunos ejemplos de sus aplicaciones estructurales. Objetivo: permitir el acceso a la información publicada en revistas especializadas sobre las conexiones utilizadas en las estructuras de guadua (bambú). Conclusión: para lograr la sostenibilidad ambiental, es necesario que los ingenieros civiles conozcan la manera de utilizar la guadua (bambú), como material de construcción para viviendas y edificios, siendo necesario un mejor conocimiento de las conexiones disponibles.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 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) | 0.007 | 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".