Biological Significance of Spicy Essential Oils
Bibliographic record
Abstract
Spices are used as food additives since ancient times, as flavouring agents but also as natural food preservatives. Spice essential oils are complex mixtures of volatile substances, ordinarily terpenes, sesquiterpenes and oxygenated derivatives. They have been largely employed for their properties already observed in nature i.e., for their antibacterial, antifungal and insecticidal properties. At present, approximately 3000 essential oils are known, 300 of which are commercially important especially for pharmaceutical, agronomic, food, sainitary, cosmetic and perfume industries. It is important to develop a better understanding of their mode of action for new applications in human health, agriculture and environment. Some of them constitute effective alternatives or complements to synthetic compounds of chemical industry.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.006 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.008 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".