Metabolomic Profiling of Aroma Compounds in <i>Eriobotrya japonica</i>
Why this work is in the frame
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Bibliographic record
Abstract
This study analyzed the composition of aroma-related metabolites in different tissues of loquat. The results show that some aromatic substances, such as benzoates, methoxybenzaldehyde and (2-nitroethyl) benzene, are the main volatile components in flowers. The leaves and roots contain a relatively large amount of flavonoids and phenols, which have certain biological activities. Genomic and transcriptomic analyses have identified genes related to aroma and the synthesis of its precursors, some of which belong to amplified synthetic families and may be associated with the high accumulation of aroma substances and medicinal components in loquat. This study aims to provide a reference for understanding the molecular basis of loquat aroma, flavor formation and medicinal value, and also to offer a scientific basis for subsequent flavor improvement and functional component development.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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