Response Surface Methodology in Rheological Characterization of Papaya Puree
Why this work is in the frame
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Bibliographic record
Abstract
Abstract The individual and interactive effects of temperature (5–65°C), total soluble solids (TSS) (10–30°Brix), pH (3–7), and α-amylase concentration [(0.25–1.25)kg 100 kg−1 puree] on rheological characteristics of papaya (Carcia papaya L.) puree were studied by the application of the response surface methodology (RSM) using a computer controlled rotational viscometer. Papaya puree exhibited pseudoplasticity with yield stress and flow following Herschel-Bulkley model. A quadratic model developed for rheological parameters met all the criteria of good fit and provided information for characterizing the effect of different variables. It was observed that temperature, TSS and pH individually and in combination affected consistency index (P<0.05) while flow behavior index was significantly influenced by all four factors (P<0.05). The temperature and enzyme concentration considerably affected apparent viscosity.
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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 | 0.000 |
| 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