Viscoelastic Properties of Wiener Sausages During Cooking
Bibliographic record
Abstract
Viscoelastic properties of Wieners during cooking were measured by a rheometer using a stress creep procedure (stress of 5 Pas and time of 60 s) for the retardation and the recovery stage. Experiments were performed at 6 temperatures (40–65°C) and 4 times (5–14 minutes). The viscoelastic behavior of Wieners was well described (R2 > 0.98) by a Burgers model. Main parameters, the instantaneous compliance Jo; the retardation compliance J1, the retardation viscosity μ1 and the Newtonian viscosity μo, varied significantly with cooking temperature and time. Four second order regression models were developed for these parameters. Predicted and experimental values were in good agreement (R2 > 0.84).
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How this classification was reachedexpand
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".