Research Progress on the Genes Controlling Grain Number in Rice
Why this work is in the frame
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Bibliographic record
Abstract
As one of the important factors of rice yield, grains number per panicle has gained wide attention from breeders. The formation of grains number per panicle is a complex biological process, which controlled by many factors, such as spike type, spikelet differentiation rate, and spike differentiation process, etc. With the development of plant functional genomics-related techniques, some progress has been made in the cloning of rice panicle number gene and the study of its mechanism. Recently, the cloning and mechanism study of genes controlling rice grain number has made great progress. In this review, we summarize systematically the recent research progress on the genes controlling grain number from Spike meristem development and spike type Etc . We also discuss the problems of current works and future research directions，to provide theoretical basis for rice high-yield breeding.
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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) | 0.000 | 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 it