Experimental Study on Permeability of Compact Replacing Cohesive Soil in South-to-North Water Diversion Project
Bibliographic record
Abstract
Compact replacing cohesive soil is one of the methods for treatment of canal slope in swelling rock test section of the main canal(Luwangfen Section) in the first stage of the central line of South-to-North water diversion project,which has a higher requirement for permeability resistance.In-situ permeability test is carried out in rolling site with GUELPH infiltration meter.The result indicates that with 18t vibratory smooth-wheel roller,for different paving thickness,35cm has a better compaction;its compactness can reach 99.4% and permeability coefficient is 4.90×10-6cm/s at the 12th rolling.With different rolling machines,for paving thickness of 35cm,20t vibratory sheepfoot roller receives better compaction effect;its compactness can reach 97.2% and permeability coefficient is 4.89×10-6cm/s at the 10th rolling.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".