Development of Redox Resistant Infiltrated Tubular SOFCs
Bibliographic record
Abstract
The electrochemical performance of two infiltrated fuel cells and the redox cycling tolerance of such cells are presented. Ni-SDC was infiltrated into a porous YSZ support to form the anode of the infiltrated cells and LSM or Nd-nickelate was infiltrated into a thin porous YSZ layer to form the cathode. The power density of the Nd-nickelate infiltrated cell is higher than that of the LSM infiltrated cell suggesting it as a suitable cathode for intermediate temperature applications. The microstructure of these infiltrated fuel cells shows a reasonable distribution of fine particles (50-100 nm) near the interface of electrodes and electrolyte and within the bulk electrodes. Despite having much lower Ni content than conventional anode supported cells, the infiltrated fuel cells exhibit a reasonable power density at low temperatures and an excellent robustness against redox cycling.
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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) | 0.008 | 0.001 |
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".