L'enlèvement biologique du phosphore dans les technologies à biofilm : une synthèse de la problématique
Bibliographic record
Abstract
Abstract Cet article synthétise l'état actuel des connaissances sur l'application de la technologie du biofilm pour l'enlèvement biologique du phosphore (EBP). Il présente d'abord les principaux mécanismes de l'EBP, ensuite les caractéristiques du procédé à biofilm, et poursuit avec celles qui sont favorables pour la réalisation de la biodéphosphatation. Les différentes configurations du processus de biodéphosphatation par biofilm étudiées à ce jour sont présentées, ainsi qu'une révision des facteurs particuliers qui influencent l'EBP dans un biofilm. Une attention particulière est apportée aux processus opérant en continu.
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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 | 0.017 | 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 | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".