Thermo-Magneto-Electro-Elastic Responses of Rotating Hollow Cylinders
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Bibliographic record
Abstract
Analytical solutions are obtained for multiphysical responses of a functionally graded, thermomagnetoelastic, rotating hollow cylinder as well as a homogeneous orthotropic thermo-magnetoelectroelastic cylinder. The cylinders are subjected to a combination of thermo-magneto-electro-mechanical loading. The material properties of the functionally graded hollow cylinder are assumed to obey a power law along the radial direction. The coupled differential equations are solved in an exact form using the successive decoupling method. Numerical results are displayed to clarify the effects of the temperature gradient, angular velocity, magneto-electro-mechanical boundary conditions, and non-homogeneity. Finally, the results are verified with those reported in the literature.
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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