The Effect of a High Strength Electric Field on the Low Temperature Degradation of a Y-TZP Ceramic
Bibliographic record
Abstract
The role of anion (oxygen) vacancies on the low temperature degradation of Y-TZP and a carburized Y-TZP has been investigated under a high strength electric field. It is found that the stability of a Y-TZP, but not a carburized Y-TZP was decreased when a high strength electric field was applied. The volume fraction of monoclinic phase produced by the electric field increased in a parabolic rate law manner which shows that the transformation is controlled by a diffusion process. It is indirectly shown that the low temperature degradation of Y-TZP results from the diffusion and migration of oxygen vacancies. The effect of temperature at a constant electric field on the degradation shows that the transformation can be promoted only in a specific temperature range. The stronger stability of carburized Y-TZP can be attributed to the nature of carbon in the Y-TZP lattice, where it exists in interstitial sites as a atom, rather than an ion.
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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) | 0.001 | 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".