Long-Term Variations of Force and Strain in a Steep Geogrid-Reinforced Soil Slope
Why this work is in the frame
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Bibliographic record
Abstract
Instrumentation was used to measure soil temperature and, independently, the force and strain in a steep geogrid-reinforced soil slope. The monitoring period extends to 10 years after construction. A nonlinear increase of force occurs with time that is described by a hyperbolic representation. The elapsed time to achieve force equilibrium was approximately 2.5 × 10 4 hours (approximately three years). The time-dependent increase of reinforcement force is attributed to deformation of the structure resulting from creep of the backfill sand. Strain in the reinforcement exhibits a complex variation with time. The long-term variation of strain is attributed primarily to: (i) the nonlinear increase of force; and (ii) creep of the geogrid reinforcement. Seasonal temperature fluctuations in the backfill sand may induce additional variations in strain.
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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