Solute Transport Measurement Under Transient Field Conditions Using Time Domain Reflectometry
Bibliographic record
Abstract
Measurement of transport properties of field soil remains a challenge. Time domain reflectometry (TDR) has been used for rapid and nondestructive measurement of the movement of conservative tracers in controlled laboratory and field experiments. Measuring transport under transient conditions in the laboratory using TDR has also been reported, but obtaining appropriate calibration relationships remains a challenge. We present a method for rapid and nondestructive measurement of field transport of an electrolytic tracer (applied to the soil surface) under transient rainfall and evapotranspiration conditions with net drainage using TDR without any a priori calibrations. The method uses TDR probes in plots with and without a tracer applied. The simultaneous TDR measurements of apparent impedance and dielectric constant in the paired plots were used to calculate the relative solute mass remaining to a given depth (i.e., TDR probe depth) as a function of time during a 270‐d field experiment under natural rainfall and evapotranspiration conditions of net drainage. The measurements give relative solute mass flux that is equivalent to the solute travel time probability density function.
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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 | 0.001 | 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) | 0.001 | 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".