Evaluation of Anode Electrode Materials for Cu-Cl/HCl Electrolyzers for Hydrogen Production
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Ceramic carbon electrodes (CCE) containing poly aminopropyl siloxane (PAPS) were fabricated by the sol-gel method. These CCEs have previously been shown to exhibit high performance towards the anode reaction of the electrolytic process used in the Cu-Cl thermochemical cycle for hydrogen production, with optimal performance being achieved at 36 wt% PAPS. Using cyclic voltammetry, electrochemical impedance spectroscopy, and scanning electron microscopy, the peak performance at 36 wt% PAPS was explained in terms of the optimization of carbon surface area, anionic transport and electronic conductivity. In addition, we also demonstrated the electrolysis performance in the full cell.
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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 | 0.002 | 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