Photolytic Treatment of Aqueous Linear Alkylbenzene Sulfonate
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Bibliographic record
Abstract
Treatment of a model detergent compound, linear alkylbenzene sulfonate (LAS), using photolytic processes was studied. In the photolytic degradation of LAS, both ultraviolet (UV) light at 254 nm wavelength and its combination with hydrogen peroxide (H2O2) were investigated. Based on first-order rate constants, it was shown that 5000 mg/L of H2O2 for degradation of a 100-mg/L solution of linear alkylbenzene sulfonate was optimum. Addition of H2O2 at different illumination times with UV light at 254 nm did not improve first-order rate constants compared with the addition of H2O2 at the start of illumination. Degradation rates of the model compound (LAS) with three detergents were compared.
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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 | 0.001 | 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 | 0.000 |
| 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 it