Modeling reactive transport coupled with flow in Cathy: preparatory work
Bibliographic record
Abstract
/ La modélisation des transferts de solutés en surface et subsurface est un complément essentiel des études terrain pour comprendre plus précisément les processus, notamment en ce qui concerne les transferts latéraux et les interactions surface et subsurface. CATHY (CATchment Hydrology) est un modèle 3D à base physique capable de simuler l'écoulement des eaux de façon couplée entre la surface et la subsurface. Bien que les solutés suivent globalement les chemins d'écoulements des eaux, il est indispensable de les intégrer à la modélisation pour obtenir des résultats précis quant à leur devenir. Le but de cette étude est d'ajouter un module pesticide au modèle CATHY, et la phase préliminaire consiste à fusionner un modèle de transport réactif déjà validé à CATHY.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".