Development of Small Planar Cells (Ni-YSZ|YSZ|LSM) and Automatic Evaluation of Performance and Deterioration of SOFC
Bibliographic record
Abstract
Small planar cells consisting of standard component materials (Ni-YSZ| YSZ |LSM) were produced for use with the BEL-SOFC(TM), an automatic SOFC testing system developed for the performance evaluation and deterioration tests for a single cell. The experimental standard data achieved high reliability and reproducibility. The certificated values were decided at 3-measurement temperatures of 800, 900, and 1000oC. A typical current density at 1000oC was 0.699{plus minus}0.1289 A/cm2 at the cell voltage of 0.7 V. For the investigation of the power generation from the cell, the simulated steam-reformate was used as fuel gas. The deterioration behavior at 800oC utilizing methane gas as fuel was also investigated and the mechanism was confirmed to include two steps of reforming and electrode performance reductions.
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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 | 0.001 | 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 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".