Réduction de la concentration des tensioactifs dans une solution aqueuse par électroflotation
Why this work is in the frame
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Bibliographic record
Abstract
The purpose of this study was to investigate the use of electroflotation to reduce surfactant concentrations of Tween 20 and Tween 60 present in aqueous streams. A series of experiments was carried out using a reactor of electroflotation. The variables examined included the effects of the current density, the additive concentration, and the initial surfactant concentration. Results showed that the residual surfactant concentration decreases by increasing the current density, the added salt concentrations, or the initial concentration of solution. According to these results, more than 88% of Tween 60 and 75% of Tween 20 are effectively separated from an initial concentration of 200 mg/L. Key words: wastewater, surfactant, electroflotation, reduction.
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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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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