The Regulation of Brassinolide Biosynthesis and Physiological Effects in Grape Berries
Bibliographic record
Abstract
Brassinolide is an important plant hormone regulating plant growth and development, promoting cell division and elongation, photosynthesis and respiration, photomorphogenesis, stress resistance improvement, transpiration reduction and make a very important contribution to the improvement of grape fruit yield and quality. In this research, key enzymes and influencing factors in brassinolide biosynthetic pathway and the effects of brassinolides on grape fruit yield and quality were reviewed, the physiological impacts of brassinolide on plant photosynthesis, respiration, transpiration, and photomorphogenesis were also summarized. Meanwhile, the interaction network between brassinolide and other plant endogenous hormones was reviewed, opinions that future research direction should be focused on the synthesis of related transcription factors and interaction mechanism between brassinolides and other plant hormones as well as research and development of new efficient brassinolides plant regulators were put forward.
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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 | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 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 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".