The flocculation mechanism of microparticulate retention aid systems
Bibliographic record
Abstract
Nous avons analyse la cinetique de la deposition des fines sur les fibres de pâte a l'aide d'un sequestrant CPAM/bentonite (montmorillonite). Diverses configuration de formation de ponts CPAM/montmorillonite entre les fibres et les fines ont ete etudiees et comparees a des couches uniques de polymeres. Les resultats indiquent que les plaquettes accroissent la resistance des liaisons des couches de polymere adsorbees sur les fibres et les fines, et reduisent le transfert de polymere entre les surfaces. De plus, les plaquettes de montmorillonite sont des agents de formation de ponts efficaces entre les couches de polymere inactif. Le mecanisme de ces floculants est explique en terme de densite de charge de surface et de configuration des couches de polymere. Ces resultats fournissent des indications sur l'optimisation de ces systemes en usine.
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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 | 0.000 |
| 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 | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".