Properties Required to Determine Moisture Transport by Capillarity, Gravity, and Diffusion in Potash Beds
Why this work is in the frame
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Bibliographic record
Abstract
In this paper, the important properties required to model moisture transfer in granular porous potash fertilizer by capillarity, gravity, and diffusion within a particle bed (i.e., porosity, permeability, specific surface area, and irreducible saturation) are investigated experimentally and theoretically for narrow ranges of particle size. Special attention is directed toward minimizing the uncertainty of each measurement and calculation. The irreducible saturation level (or moisture content) was deduced by using experimental data and theoretical/numerical simulations of moisture movement by capillarity, gravity, and diffusion within a granular potash bed. It is shown that, for a mixture with a wide range of particle sizes, the potash bed properties can be predicted from the properties for each narrow range of particle size in the mixture.
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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 | 0.000 |
| 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