Analyse écotoxicologique de l'effluent traité des eaux usées de la ville de Montréal
Bibliographic record
Abstract
L’effluent traité des eaux usées de la Ville de Montréal renferme divers dérivés d’origine anthropique, notamment des hormones et des détergents qui contiennent du nonylphénol. Les technologies actuelles ne permettent pas de traiter de tels effluents. Cet effluent agit-il comme perturbateur endocrinien? Quels sont les impacts écotoxicologiques de cet effluent? L’analyse des caractéristiques de l’effluent porte à croire en son potentiel estrogénique. L’utilisation d’organismes bioindicateurs est un élément clé dans le choix de la technologie de désinfection la plus efficace. L’ozone est susceptible de répondre à plusieurs problématiques environnementales mais le remplacement des coagulants du traitement primaire par le ferrate accentue les effets de l’ozone et réduit le dosage d’ozone requis pour atteindre les objectifs environnementaux de rejets.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 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".