Comparison of Novel Anode Materials for the Production of Hydrogen Using CuCl/HCl Electrolyzers
Why this work is in the frame
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Bibliographic record
Abstract
Ceramic carbon electrodes (CCE) were prepared via the sol-gel method using Vulcan XC-72 carbon black and N-[3-(Trimethoxysilyl)propyl]ethylenediamine (2N). Each 2N-based CCE was characterized using thermogravimetric analysis scanning electron microscopy, cyclic voltammetry and electrochemical impedance spectroscopy. It was determined that increasing the loading of 2N-silane leads to an increase in both ionic conductivity as well as the electrochemically available surface area. However, highest CuCl/HCl electrolysis performance was achieved at lower 2N-silane loading, indicating that electrode pore structure may play a vital role in electrolysis performance.
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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 | 0.000 |
| 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 it