Modeling of delayed failure of embankments due to water infiltration
Why this work is in the frame
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Bibliographic record
Abstract
Ab s t r a c t The primary focus here is on modeling of fracture propagation in soils with apparent cohesion subjected to a period of intense rainfall. In this case, a micromechanically-based description represents an overwhelming task due to a very complex system of mineralogical and chemical factors. This is particularly evident at the range of irreducible saturation. Recognizing this limitation, the approach followed here is based on the framework of chemo-plasticity. The formulation incorporates an assumption that the injection of water triggers a volume change (swelling/collapse) that is coupled with a reduction in suction pressures which, in turn, results in degradation of the strength and deformation properties. The modeling of localized failure mode is based on a constitutive law formulated through volume averaging in the neighborhood of the embedded discontinuity. The latter is enhanced by employing the level set method. The governing equations are applied to examine the stability of a slope in cohesive soils, subjected to a period of intense rainfall.
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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