Molecular Regulation of Durian Fruit Aroma: Genetic Network of Sulfur-Containing Volatile Biosynthesis
Bibliographic record
Abstract
This study describes the molecular regulatory mechanism of aroma formation in durian (Durio zibethinus) fruit and explores the biosynthetic pathway of sulfur-containing volatiles and their genetic network.The key role of sulfur-containing compounds in imparting a unique odor to the fruit, the core gene family involved in aroma biosynthesis, and the functions of transcription factors (such as MYB and bHLH) in the regulatory network, constructed a regulatory network model reflecting complex interactions.This study also explored the effects of environmental factors such as temperature and light and the fruit development stage on the changes in aroma components, and the mechanism of synergistic effects of external signals and internal regulatory factors.Emerging technologies such as molecular breeding, gene editing, and systems biology have important application prospects for improving the aroma quality of durian.
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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 | 0.000 | 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) | 0.000 | 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".