Nucleation and Growth of Gas Hydrate Crystals in Relation to Kinetic Inhibition
Bibliographic record
Abstract
Pour des raisons d'économie et de protection de l'environnement, on attache de plus en plus d'importance à la méthode de contrôle des hydrates, dite cinétique, qui cherche à empêcher l'agglomération des hydrates pendant les phases de traitement et/ou de transport du pétrole ou du gaz. On recourt au terme d' inhibition cinétique . L'objet du présent article est d'étudier la cristallisation des hydrates par rapport au problème de la nécessité d'intervenir pour assurer le contrôle des hydrates. L'étude est menée sous divers angles à savoir : la corrélation entre les espèces dissoutes, la nucléation et la croissance des cristaux qui en découle, et les configurations de croissance macroscopiques. L'étude analyse également les résultats du nombre restreint de données expérimentales dont on dispose.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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 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".