Simulation of change in rheological properties of structure of combined materials in tribosystem
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Bibliographic record
Abstract
Abstract The paper presents experimental and theoretical dependences of changes in the rheological properties of the structure of materials of the surface layers of triboelements in the tribosystem during running-in, the methodical approach to definition of such properties with use of transverse ultrasonic waves is substantiated. It has been experimentally established, that the logarithmic decrement of the attenuation of ultrasonic vibrations in the structure of the material of the surface layer during the period of running-in increases by 32 to 45 % from the initial structure. A parameter for estimating the rheological properties of the structure of conjugate materials in the tribosystem as a function of time is proposed. This is a physical quantity that characterizes the ability of the materials included in the design of the tribosystem, irreversibly convert mechanical energy into thermal energy in the process of deformation of surface layers. Determined by ultrasonic vibrations passing through the material and reduced to a distance of one meter, the dimension 1/m.
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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) | 0.000 | 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