Design Factors in Geotextile Structures for Control of Water Movement
Why this work is in the frame
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Bibliographic record
Abstract
The current rapid expansion of geotextile uses is taking place because of the appreciable advantages, in both versatility and cost, that these materials enjoy in comparison with more traditional ones. One of their more potentially valuable applications is as constraining devices for the movement of water. For this purpose, it is important that the actual material selected should be capable of achieving a long life-expectancy. In order to achieve this aim, the design of the geotextile, in terms of fibre properties and construction parameters, must be carefully planned. This paper examines the conditions of use likely to be encountered in typical applications and recommends manufacturing parameters that will ensure the optimum possible effectiveness of the geotextile over an extended period of time.
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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