Alkali-catalyzed Crosslinking of a New Wheat Gluten Fiber and the Effect of Crosslinking Parameters on Its Mechanical Properties
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
Although new wheat protein fibers have been reported to be crosslinked to obtain good mechanical properties, the effect of formaldehyde-free chemical crosslinking conditions on the mechanical properties of crosslinked wheat gluten fibers has not been studied in detail. In this paper, new wheat gluten fibers are crosslinked by glutaraldehyde in various conditions, and the quantitative relationship between the breaking tenacities of crosslinked wheat gluten fibers and the crosslinking conditions are developed. This study shows that the reaction follows pseudo 0.6 order, which is lower than pseudo 1.2 order for the reaction between citric acid and gliadin fibers.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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