Heterogeneous deformation of a two phase nickel – tungsten alloy
Why this work is in the frame
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Bibliographic record
Abstract
The pattern of co-deformation of micrometre sized W particles in a spherodised Ni - W alloy has been studied in a series of plane strain deformed specimens. The microstructural changes were characterised by optical microscopy, SEM and TEM. A pronounced heterogeneity was found in the strains sustained by the particles, with some particles remaining equiaxed at high imposed strains while others sustained strains equal to the imposed strain. Two factors were shown to be important in this behaviour: the spacing of the slip bands in the matrix relative to the spacing and the size of the particles, and the heterogeneous distribution of W particles in the starting microstructure. The results of plane strain deformation have been compared with those reported for wire drawing of two phase structures.
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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 | 0.001 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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