Three-and-a-half Decades of Progress in Monitoring Soils and Soil Hydraulic Properties
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article will focus on the evolution of soil water monitoring and determination of soil hydraulic properties with emphasis on large-scale soil-plant-atmosphere (SPA) experiments, beginning with the lead author's participation in this work in 1976 at University of California, Davis and evolving to current experiments involving the co-authors. Experiments to be highlighted include the HAPEX-MOBILHY (France, 1986), HAPEX-Sahel (Niger, 1992), NASA BOREAS (Canada, 1994-96), to the current NASA AirMOSS project (2011-15). This article will demonstrate sample data from a wide range of technology from neutron probe, to capacitance probes and other dielectric sensors, to the principle for the P-band radar in the current NASA AirMOSS project.
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.
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 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| 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