Study on the DCS Flocculation Behavior in HYP-containing Furnish
Why this work is in the frame
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Bibliographic record
Abstract
The high-quality high yield pulp(HYP) has been found an increasing application in fine paper manufacture.However,the effect of dissolved and colloidal substances(DCS) introduced from HYP on the wet-end operation of the conventional papermaking process is concerned about widely.In this paper,the flocculation behavior of DCS from HYP was investigated.The dynamic flocculation behavior of PCC in a HYP-containing furnish was imaged efficiently in a dynamic drainage jar(DDJ) equipped with a photometric dispersion analyzer(PDA).The atomic force microscope(AFM) images were made to support the hypothesis that the formed aggregates can be adsorbed on the surface of fibers after the neutralization and flocculation of DCS by ATCs.
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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 | 0.000 | 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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it