Deciphering the Plasticizers for the Development of Polysaccharide basedBiodegradable Edible Coatings
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
Abstract: There is persistently a high demand for fresh fruits and vegetables all over the world. One of the crucial factors that reduces the shelf life of fruits and vegetables is temperature- dependent oxidation during transportation and long storage. Fruits and vegetables coating using eco-friendly coatings hold great advantage over the other synthetic coating materials. The fruits and vegetables coated with coating can prevent from rapid oxidation even at warm temperatures. It enhances the quality and shelf life and maintain the nutritional properties. Though, edible coatings prove to be beneficial, the major drawbacks associated with it is the vulnerability towards moisture- dependent rapid degradation of these fruits and vegetables. Use of appropriate plasticizers would be helpful in enhancing the moisture and oxidation resistance. The current review article will highlight the use of various plasticizers used with polysaccharide-based coatings.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| 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