Influence of chemical action of water-soil on soil shear strength
Why this work is in the frame
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Bibliographic record
Abstract
Based on the ion effect and the porpose of improved roadbed soil, samplings of soil, ground water and clays were obtained to observe and analyze the effect. The analysis on mechanics of water-soil interaction was carried out to find factors of shear strength, including mechanics effect of water chemical, analysis test on water chemical, linear correlation regress and effect of loadbed soil improvment. The results show the weakened effect occurs on soil cohesion and inner friction angle with Ca2+, HCO3-, K+ and Na+ consistency. But dispersed inner friction angle character is marked with ion consistency. There are correlation among cohesion and testing index including total salinity, hardness, and K+, Na+, Ca2+ and HCO3- concentration. The effect on roadbed improvement is remarkable with clays when the consistency is close to 10%.
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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