Approach to Theoretical Analysis of Processes of Isothermal Straining of Anisotropic High-Strength Materials in Short-Time Creeping Mode
Bibliographic record
Abstract
Work Objective. Developing an equation and correlations, which can be used for theoretical analysis of processes of isothermal straining achieved by gas environment and by rigid tools of anisotropic high-strength materials in the mode of short-time creeping. Study Methods The study of isothermal straining processes was performed on the basis of the theory of short-time creeping of anisotropic materials. Study Results. There were developed the principal equations and correlations for theoretical analysis of the kinematics of material flow, stressed and strained state, force conditions, and possibility frontiers for the processes of isothermal straining of anisotropic high-strength materials in the mode of short-time creeping. Conclusions. The equations obtained can be used for theoretical analysis of the processes of isothermal straining achieved by gas environment and by rigid tools of anisotropic high-strength materials in the mode of short-time creeping.
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How this classification was reachedexpand
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 | 0.001 |
| 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".