Stability testing and shelf live prediction of a spouted bed dried phytopharmaceutical preparation from <i>Maytenus ilicifolia</i>
Bibliographic record
Abstract
Abstract In this work the storage stability of a Maytenus ilicifolia phytopharmaceutical preparation produced by spouted bed drying was investigated. Powder samples of M. ilicifolia extracts were submitted to stress storage conditions at temperatures of 25, 34 and 45°C and relative humidities of 32.4% and 63.5%. The effect of the storage conditions on the physical and chemical properties of the product were evaluated through total polyphenols, tannin and catechin determination, moisture content, macroscopic changes in powder appearance and X‐ray difractograms. The results showed that high storage temperature and high relative humidity lead to increased degradation of the bioactive marker compounds. The shelf life of the spouted bed dried extracts was 276.2 days when the powder is stored at 25°C and 32.4% relative humidity.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".