Tape Cast AI2O3/ZrO2 Composite Laminates
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Fine Al2O3 and ZrO2 powders have been used to fabricate flexible ceramic sheets via the tape-casting process. The sheets are then formed into simple laminate shapes by stacking and thermocompression, after which the laminates are subjected to a controlled binder removal cycle. Hot-pressing (sinter-forging) of laminates results in the retention of very fine grain sizes, close to that of the original powder, with densities in excess of 98% of theoretical. Pressureless-sintering did not result in complete densification due to the formation of higher density regions at tape interfaces leading to constrained sintering in two dimensions. Pressureless-sintered composite laminates were superplastically deformed to ∼ 100% strain using a biaxial flexure test at temperatures of the order of 1450°C, without significant grain growth.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 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 | 0.001 |
| Open science | 0.001 | 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 it