Bibliographic record
Abstract
In the unsaturated or vadose zone (above the water table), measurements of field-saturated water flow parameters are typically obtained using various ring infil-trometer and borehole or well permeameter methods. In the saturated zone (below the water table), saturated water flow parameters are generally obtained at shallow depths using auger hole methods, and at greater depths using piezometer methods. The saturated and field-saturated water flow parameters include saturated and field-saturated hydraulic conductivity (Ks and Kfs), matric flux potential (^m), sorptivity (S), the macroscopic capillary length parameter (a*), the effective Green-Ampt wetting front pressure head (hf), and the air-entry and water-entry pressure heads (ha and hw). This chapter discusses ring or cylinder infiltrometers (Vadose Zone) that includes single-ring and double- or concentric-ring infiltrometers; pressure infiltrometer; and twin- or dual-ring and multiple-ring infiltrometers.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.006 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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".