Effect of edible coatings on fruit maturity and fungal growth on <scp>B</scp>erhi dates
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
Summary Berhi date palm fruits were harvested at the khalal stage, coated with different edible materials: pea starch ( PS ), zein protein ( ZP ), pea starch + carnauba wax ( PS + CW ) and zein protein + carnauba wax ( ZP + CW ) and stored at 3 or 25 °C for 21 days. Different fruit maturity indicators (colour, firmness, total soluble solids, moisture and tannins) and fungal numbers were monitored during storage. PS and ZP coatings at 3 °C were the most effective in retarding fruit maturation by extending the khalal stage from 7 to >14 days. They were less effective at 25 °C, where the khalal stage was extended only ≤7 days. PS + CW and ZP + CW coatings prevented sample moisture loss, but they accelerated degradation of simple sugars at 25 °C, and this indicated a shift to anaerobic fruit respiration. The PS + CW and ZP + CW coatings, particularly at 3 °C, were the most effective in preventing fungal growth, whereas the PS coating promoted fungal growth.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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