Thermal Cycling of Suspension Plasma Sprayed Alumina‐ <scp> <scp>YSZ</scp> </scp> Coatings Containing Amorphous Phases
Bibliographic record
Abstract
Thermal cyclic test at 1080°C for various numbers of cycles was performed on suspension plasma‐sprayed coatings of alumina‐yttria‐stabilized zirconia composites and yttria‐stabilized zirconia ( YSZ ). The structural variations of composite coatings were studied to verify the possibility of production of nano‐composite coatings with nano‐dispersed oxides. The results showed that this composite exhibited a lower thermally grown oxide growth than that of the YSZ . New multi‐constituent composites formed of alternative regions of nano‐precipitates of alumina in zirconia matrix and nano‐precipitates of zirconia in alumina matrix were developed via phase transformation through thermal cyclic process of amorphous‐containing structure.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".