HYDROSCAPE: A new versatile software program for evaluating contaminant transport in groundwater
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
HYDROSCAPE is a MATLAB® -based software program compiled as an executable file that uses an analytical solution to the advection–dispersion equation (ADE) to solve solute contaminant transport problems. It has an easy-to-use, intuitive user interface that produces high-quality outputs, includes a parameter estimator algorithm, and allows the user to upload maps from Google Maps TM . Furthermore, the ADE solution is modified in two important, novel ways that greatly broaden its application to contaminant transport problems in hydrogeology. The user may: (1) customize the source region; and (2) implement horizontal geological units within the domain ("simple geology"). Through comparisons to numerical simulations, we demonstrate that although our novel simple geology feature is heuristic, because the plume shape, size, mass/volume, and concentrations are similar to numerical simulations, the feature is a useful screening-level tool.
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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 | 0.000 | 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 | 0.001 | 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