Effect of texture on acoustic emission produced by slip and twinning in AZ31B magnesium alloy
Why this work is in the frame
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Bibliographic record
Abstract
Abstract The mechanical behaviour of extruded AZ31B magnesium alloy with two different textures subjected to uniaxial tensile loading was studied. Monotonic and cyclic tensile tests were carried out at ambient temperature, and acoustic emission (AE) signals were recorded to detect various deformation processes occurring during the test. The results of mechanical tests and AE are discussed with respect to the crystallographic texture and the microstructure in terms of the orientation dependent activation of different deformation mechanisms, such as twinning and slip. Keywords: TextureAcoustic emissionTwinningSlip Acknowledgements The authors are grateful to the National Sciences and Engineering Research Council of Canada for their financial support of this work, and to Dr M. Hamstad, Denver University for valuable discussions in the course of this work.
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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 | 0.001 |
| 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