High Temperature Strength and Toughness of Electrophoretically Deposited Alumina/Lanthanum Aluminate Laminates
Why this work is in the frame
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Bibliographic record
Abstract
Laminar ceramic composites with layers as thin as 2 μm with > 200 layers total and dense interfaces were synthesized by electrophoretic deposition. The microstructure and mechanical behavior of the zirconia-toughened alumina (ZTA) / La-aluminate system was studied by electron microscopy, microindentation and 4-point bend tests at 25°C and 1300°C. Strength values obtained at these temperatures are 792 MPa and 486 MPa respectively. Crack paths emanating from Vickers indents show increased toughness of the laminate as compared with the alumina monolith.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it