Effect of ultrasonic modification on edible chitosan-soy protein isolated membrane
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
Based on the film- formed process,ultrasonic modification was used to optimize the process.Response surface methodology was used to study the impact of ultrasonic power,ultrasonic time,and ultrasonic temperature on ultrasound modification.Composite score of the film was used as indicator,the optimum parameters that affect the final sonication factors were determined: ultrasonic power was 29 W,ultrasonic time was 24 min,ultrasonic temperature was 59℃.Under this condition,the maximum film composite score was 0.90,which was closed to the theoretical prediction 0.91. At the same time,the tensile strength of the composite film( TS) was 3652 N /m2,elongation at break was 28.73%.Compared with the unmodified film,the overall performance of the composite film after ultrasonic treatment was greatly improved.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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