Electrochemical Methods for Degradation of Orange II (Sodium 4-(2-Hydroxy-1-naphthylazo)benzenesulfonate)
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Bibliographic record
Abstract
In divided flow-through cells, reductive electrolysis of Orange II ( 1 ) was first order in both substrate and applied current and gave the products of reductive cleavage at the azo linkage in essentially quantitative yield. Oxidative electrolysis was also pseudo-first-order and led to mineralization. At a boron-doped diamond anode, the rate of disappearance of 1 closely tracked the loss of total organic carbon from solution. In undivided cells oxidation and reduction occurred simultaneously; under acidic conditions the reduction products (anilines) were rather persistent because they were present as ammonium ions, but under alkaline conditions the anilines were mineralized along with the starting material. When chloride ion was present in the supporting electrolyte, electrochemical oxidation afforded hypochlorite, and the disappearance of 1 proceeded by way of hypochlorination.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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