EFFET DUFOUR SUR LA BIFURCATION DE LA CONVECTION NATURELLE THERMOSOLUTALE DANS UN MILIEU POREUX.
Bibliographic record
Abstract
Les effets Dufour et Soret sur la convection naturelle thermosolutale dans une couche poreuse horizontale sont étudiés numériquement en utilisant la méthode des différences finies et analytiquement en utilisant l'approximation de l’écoulement parallèle. Des flux uniformes de chaleur et de masse sont appliqués sur les parois horizontales, tandis que les parois verticales sont imperméables et adiabatiques. La modélisation de ce problème est basée sur le modèle de Darcy et l'approximation de Boussinesq. Les paramètres régissant cette étude sont le nombre de Rayleigh thermique, le rapport des forces de volumes, le nombre de Lewis, le ratio d'aspect de la cavité et les nombres de Dufour et de Soret..
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".