Assessing the hydraulic conductivity beneath clay-lined earthen manure storages
Bibliographic record
Abstract
hydraulic conductivity beneath clay-lined earthen manure storages. Canadian Biosystems Engineering/Le génie des biosystèmes au Canada 47: 6.1-6.7. Earthen manure storages are an economical way to store liquid hog manure during the winter months for subsequent land application. The manure is mechanically agitated prior to injecting on adjacent fields. Even though the clay-lined earthen manure storages are constructed according to guidelines, which set the maximum saturated hydraulic conductivity of the earthen liner to less than 10-9 m/s (The Environment Act 1998), the long term integrity of the clay beneath the storage has not been clearly established. A protocol has been developed to successfully collect core samples and test for the integrity of the clay liner beneath earthen manure storages. Using the falling head permeameter method, significant difference (p = 0.005) in saturated hydraulic conductivity was observed between liner samples (n = 24) collected from the bottom and the sides of the
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".