Failure Prediction Maps for a Model Al <sub>2</sub> O <sub>3</sub> | <i>c</i> ‐ZrO <sub>2</sub> /Al <sub>2</sub> O <sub>3</sub> |Al <sub>2</sub> O <sub>3</sub> Brittle Polycrystalline Trilayer Composite
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
Four failure zones are defined for the three‐layer model, Al 2 O 3 | c ‐Zr(8Y)O 2 /Al 2 O 3 |Al 2 O 3 ceramic composite in flexure as a function of inner‐layer composition and geometry. An optimum flexural strength is predicted based on thermal expansion coefficients and elastic moduli. Tunnel‐crack threshold and flexural strength predictions are supported by experimental evidence and displayed in failure‐map form. Many three‐dimensional surface graphs and cutaways of such are used to explain the ramifications (in terms of laminate strength) of choosing various layer thickness values and inner‐layer compositions for a representative trilayer laminate system.
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 | 0.008 | 0.002 |
| Meta-epidemiology (narrow) | 0.006 | 0.006 |
| Meta-epidemiology (broad) | 0.008 | 0.007 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.002 | 0.005 |
| Open science | 0.006 | 0.002 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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