Regeneration Of Degraded Extractant By Sodium Hydroxide Activated Clay And Evaluation Of Its Per-formances In Copper Solvent Extraction
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Bibliographic record
Abstract
In copper solvent extraction, phenolic hydroxy oximes-based extractant has been observed to deteriorate progressively during extraction. Hydrolysis, rather than oxidation or Beckmann rearrangement, produce majority of the degradation products. Degradation products impact the solvent extraction method by lowering extraction efficiency, reaction kinetics, and Cu/Fe selectivity, slowing the phase disengagement time and polluting the electrolyte. Activated clay using sodium hydroxide (NaOH) was used to regenerate deteriorated extractant. After the regeneration step, the organic phase's performance improved: extraction efficiency increased from 67 to 97.3 % maximum, Cu/Fe selectivity increased from 169 to 283 and phase disengagement time decreased from 113 to 88 seconds.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| 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) | 0.000 | 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 it