Effect of Deposition Conditions on Pt‐YSZ Cermet Anodes Made by PEVD
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Bibliographic record
Abstract
Abstract Yttria stabilized zirconia (YSZ) was deposited onto porous platinum networks by polarized electrochemical vapor deposition (PEVD) to make composite SOFC anodes. Although performance was poor, both before and after deposition, it was found to be better when high deposition temperatures were used, despite significant loss of electrode porosity during high temperature deposition. When the deposition temperature was lowered, from 1,050 °C to 900 °C, the level of porosity was maintained, but the power output was generally lower. Performance was partially recoverable by increasing the magnitude of the polarizing voltage during deposition. Typically, this led to an increase in deposition current, which in all cases exceeded the required amount for YSZ formation. By increasing the delivery rates of the source materials for yttria and zirconia, the amount of deposit formed could be increased, but excess oxygen at the anode prevented the formation of a continuous layer, in most cases.
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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) | 0.003 | 0.002 |
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