Développement d'un lit de scories d'aciéries pour la déphosphatation des eaux usées
Bibliographic record
Abstract
Industrie piscicole au Quebec -- Impacts environnementaux de la pisciculture et ses rejets -- Politique de developpement durable relative aux activites piscicoles terrestres -- Techniques d'enlevement de P -- Le phosphore -- Materiaux reactifs pour l'enlevement de P -- Mecanismes reactionnels du phosphore -- Revalorisation des scories d'acieries -- Risques pour la sante et l'environnement -- Etude des ecoulements dans les reacteurs -- Phosphorus removal from wastewater using slag filter : effect of slag particle size on treatment performance and hydrodynamics -- Material and methods -- Bench scale system -- Treatment performances -- Tracer tests -- Effect of P loading rate on P treatment performances and on pH -- Calcium concentration -- Slag P sorption capacity -- Hydrodynamic behaviour -- Effect of P loading rate on P removal efficiency, pH and Ca -- Hydraulic performances -- P sorption capacity : effect of slag particles size distribution -- Capacite de retention du P -- Performances hydrauliques -- Elements de conception d'un lit de scories d'acieries a pleine echelle.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".