High strain rate stress-strain response of soils - A review
Why this work is in the frame
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Bibliographic record
Abstract
In the current study, a review on the response of soils subjected to high strain rate loadingis presented. High strain rate loading on soil may be applied through high loading rate uniaxialcompression tests, triaxial tests, split Hopkinson pressure bar (SHPB) tests, and shock tube test.Herein, the results of SHPB tests from the literature have been reviewed and the effect of strainrate on the stress-strain response of soils, elastic modulus, initial inertia, peak and failure stressesof soils have been studied. The effects of strain rate, initial void ratio, confining pressure andsaturation on the high strain rate response of soils are also discussed. The review thus providescomplete understanding of soil behavior under high loading rates.
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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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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