Characteristics of Modified Carioca Bean Starch upon Single and Dual Annealing, Heat‐Moisture‐Treatment, and Sonication
Why this work is in the frame
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Bibliographic record
Abstract
Carioca bean starch is isolated and modified by annealing (ANN), heat‐moisture‐treatment (HMT), and sonication (SNT), as well as combined dual modifications (ANN‐HMT, ANN‐SNT, HMT‐ANN, HMT‐SNT, SNT‐ANN, SNT‐HMT). Single and dual modifications did not cause molecular damage in starch fractions. Starch B‐type fraction in native Carioca bean increases after the ANN treatment. Dual ANN‐SNT modification (ANN‐SNT or SNT‐ANN) promotes a synergic behavior on crystallite collapse, causing a decrease in relative crystallinity. The ANN as the second treatment results in irregular surface morphologies and granule disintegration. The ANN‐SNT and SNT‐ANN modifications increase the pasting viscosity synergistically in contrast to individual SNT or ANN treatments. The HMT process promotes the disruption of crystallites upon the subsequent ANN treatment, confirmed by an increase in enthalpy (Δ H ). The starch modification techniques reported here can provide new opportunities to utilize damaged and hard‐to‐cook Carioca beans in the food industry.
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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