Canola Proteins at the Air–Water Interface
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
This study investigated the interfacial behavior and viscoelastic properties of canola proteins at air–water interfaces in the presence or absence of salt. Pendant drop tensiometry, kinetic modeling, compression isotherms, Brewster angle microscopy (BAM), and dilatational rheology have been employed. Salt accelerates protein adsorption at the air–water interface, but it does not affect diffusion or rearrangement kinetics. The construction of compression isotherms revealed the formation of irreversible 2D networks, and BAM imaging showed microstructural faults. The elasticity and irreversibility of these films were confirmed using dilatational rheology, where the elastic modulus remained frequency-independent throughout the experimental window. Protein films were largely unaltered by salt in the linear viscoelastic range of the interface. However, notable effects were observed outside the linear viscoelastic range, where salt influenced mechanical responses, leading to strain-hardened interfaces. This study links the structural characteristics of canola protein to its functionalities, suggesting improvements in interfacial properties for sustainable foods.
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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 | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.002 |
| 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