New Advances on the Brightening Efficiency of Optical Brightening Agent (OBA) in HYP-containing Fine Papers
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In recent years,the high yield pulp(HYP)has been found an increasing application in value-added paper grades due to its cost advantages and unique properties.However,the concern still remains on the negative effect of HYP on the optical properties of fine papers.optical brightening agents(OBA)can be used to diminish or offset the negative effects of HYP on the optical properties of fine paper.The brightening efficiency of OBA depends on its efficiency and retention in the paper sheets.In this paper,some parameters influencing the effectiveness and retention of OBA were discussed,such as HYP substitution ratio,HYP brightness,anionic trash and fines in HYP.The new advances on the brightening efficiency of OBA in HYP-containing papers were summarized.
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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 | 0.001 |
| 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