Décantation assistée par ultrasons des eaux résiduaires
Bibliographic record
Abstract
Abstract Cette étude consiste à mettre en évidence l'impact des ultrasons sur le traitement des eaux par décantation. Elle a permis d'une part, d'identifier les effets déjà mesurés des ultrasons sur les propriétés de décantabilité de différents effluents et d'autre part, d'observer ces effets lors d'une étude statique puis dynamique. Des conditions de sonification favorables à l'optimisation d'un tel procédé ont été déterminées. Les résultats mettent en évidence le rôle fondamental joué par les systèmes d'ondes stationnaires dans l'amélioration de la décantabilité des effluents (floculés ou non, de synthèse ou réels). Dans le cas d'effluents floculés, un impact réel sur la décantation est visible.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| 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) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".