Physical Properties and Oil Absorption of Whey‐Protein‐Coated Paper
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
ABSTRACT: Whey‐protein‐isolate coating on paper produced a smooth surface, which was observed by scanning electron microscopy. Increasing coating weight decreased the breaking stress and the Young's modulus. However, the maximum breaking strain was not affected by coating weight. Tearing strength was not changed by WPI coating. The coated paper was slightly darkened with a small reduction of L value, but the a and b values were not changed significantly. WPI coating made the coated paper slightly shiny with increased gloss. Thus, with the exception of about 12% reduction in breaking stress for 10 g/m 2 coated paper, WPI coating did not change the mechanical and optical properties of the paper markedly. WPI coating significantly reduced the rate of oil contact angle decrease on paper associated with oil absorption by paper. Therefore, WPI coating improves packaging material performance of paper by increasing oil resistance without significant change of optical and mechanical properties.
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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 | 0.001 |
| 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