ADVANCES IN DISCRETE DISLOCATION MECHANISM ON SUBMICRO CRYSTAL ATYPICAL PLASTICITY
Why this work is in the frame
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Bibliographic record
Abstract
In recent ten years,with the rapid development of experimental technology,the crystal plastic behavior in sub-micron scale has been well investigated.Numbers of atypical experimental data and theoretical results are revealed.However,they could not be explained by the classical plastic theory in a macro-scale and strain gradient plastic theory in a micro-scale.There are many scientific issues to be resolved.To further investigate the physical nature behind these phenomena,the researchers are trying to find the new theoretic model and numerical method to reveal the characteristics of plastic flow.The defect energy theory and discrete dislocation dynamics method have been proposed in order to describe the evolution of dislocation nucleation,multiplication,starvation and annihilation,and so on.In this paper,the research advances are general reviewed on the relevant experiment methods and data,the theoretical models and numerical methods of crystal atypical plasticity dominated by discrete dislocation mechanism in the sub-micron scale.
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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) | 0.000 | 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 it