Investigating Gold Dissolution during Oxidative Desorption of Alkylthiol Self-Assembled Monolayers
Bibliographic record
Abstract
The properties of alkylthiol self-assembled monolayers (SAMs) on Au have been extensively characterized in the past few decades by exploiting a one-electron reductive desorption process. To date, oxidative desorption of thiol SAMs has been relatively understudied because the Au surface can be roughened during the oxidative desorption event. In this paper we describe the oxidative desorption of alkylthiols with cyclic voltammetry and report the effect of pH, thiol functional group and chloride concentration on the peak potential for desorption. These peak potentials are compared with the visible observation of Au surface roughening and the oxidative dissolution of Au, which will be verified with atomic absorption spectroscopy. The implications of these results in terms of finding a replacement for cyanide in industrial gold leaching are discussed.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".