Extracción y caracterización del mucílago de la malva común (malva sylvestris) y del guarumbo (cecropia peltata) para realizar ensayos en la formulación de espumante para la remoción de oro nativo en la minería artesanal
Bibliographic record
Abstract
El presente trabajo es una investigación sobre la utilización del mucílago de Malva Común (Malva Sylvestris) y del Guarumbo (Cecropia Peltata), para la formulación de espumante en la que se terminó la remoción de oro libre por el método de flotación. Para ello se tuvo que inducir a la hidrofobicidad del oro con surfactantes como el detergente común y con la ayuda de la viscosidad dada por el mucílago, se logró la generación de una espuma estable, con una altura suficiente en donde se concentró el mineral, recuperándose en un 72%, frente al 81% que se obtiene con ensayos convencionales.
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".