Isolation and Structure Investigations of Square Banana (<b><i>Musa balbisiana</i></b>) Starch
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Starch was isolated from unripe square banana ( Musa balbisiana ) fruit and characterized physically and chemically. Isolation was done with a 2 3 factorial design using five replicates in the central trial. Evaluated factors were: flour: solvent ratio (1:6 ‐ 1:10, w/v); sodium bisulfite concentration (0.1 ‐ 0.3%); and soaking time (30 ‐ 60 min). Optimum starch isolation in an alkaline medium was obtained with: 1:5 (w/v) flour: solvent ratio; 0.1% sodium bisulfite concentration; and 60 min soaking time. Starch yield under these conditions was 69.8% with 94.5% purity. Starch granules had an oval‐elongate shape, a size range of 24‐68 μm, and average size of 24.6 μm. Amylose content was 22.2% and amylopectin content 77.8%. Granules had a C‐type ‐ray diffraction pattern and a degree of polymerization (DP) of 3‐20 for lengths of branch chains.
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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