Identification of failure modes for uplift anchor plates based on PIV technology
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Bibliographic record
Abstract
By use of the self-developed data acquisition system,the force,displacement and images of anchor plates during uplift were synchronously collected.The images at the initial and peak points were analyzed based on the non-intrusive measuring technology of particle image velocimetry(PIV).According to the deformation fields obtained at the peak point,the failure modes of the uplift anchor plates in sand were identified.The results show that at the peak point,the displacement of the soil at the upper part of the anchor plates is large in the center and small at the both sides,and an inverted trapezoid of the displacement fields is observed.Two symmetrical shear bands are formed along the two sides of the anchor plates.They are obliquely upward and extend to the ground surface.The shear dilation is also observed in the shear bands.
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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