Method for Raising Accuracy of Limit Moisture Content in Combined Measurement of Liquid and Plastic Limits
Why this work is in the frame
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Bibliographic record
Abstract
According to Combined Measurement Method of liquid and plastic limits from Standard for soil test method(GB/T50123-1999),the point of high moisture content and other two points can form two straight lines.The difference expression of moisture content has been given at 2mm of the two lines,and expression for liquid and plastic limits,which is fallen in the scope allowed by error,is obtained,too.Compared with the method to obtain result from graph,new method can raise work effectiveness and accuracy of Limit Moisture Content,which gets result from calculation of the above mentioned mathematic expression.In addition,to raise measurement accuracy of limit moisture content,how to select experiment points is discussed,and modification suggestion is presented.
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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 | 0.001 | 0.001 |
| 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