New Observations on the Copper-to-Silver-to-Gold Demonstration
Bibliographic record
Abstract
The demonstration in which a copper penny is converted first to "silver" and then to "gold" involves, as the first step, the deposition of zinc onto copper in hot NaOH solution. The reaction involves an electrochemical cell, with the deposition of zinc in the form of a surface layer of the silver-colored alloy γ-brass, accompanied by evolution of hydrogen at the copper cathode. The cathode potential falls progressively for a series of cells having Zn anode and cathodes varying in composition from Cu to brasses with Cu content down to less than 55% Cu, but H2 production is an independent process which appears to be unaffected. The silvery deposit can also be obtained conveniently by electrolytic deposition from a cell comprising zinc anode, copper cathode, and an electrolyte containing millimolar concentrations of both zinc sulfate and sodium sulfate.
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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 | 0.001 |
| 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".