Integrative Breeding Approaches of <i>Nelumbo nucifera</i>: Balancing Ornamental Traits and Edible Values
Why this work is in the frame
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Bibliographic record
Abstract
This study summarizes the genetic basis and molecular regulatory mechanisms of lotus in ornamental traits such as flower color, flowering period, and plant type, as well as edible qualities such as tubers and seeds. It introduces the process of flower color formation, elaborates the role of key genes such as MUDS-box in the development of floral organs, and the localization of QTL related to tuber yield and the mining of functional genes. It revealed the accumulation patterns of functional components such as flavonoids in different tissues, providing a theoretical basis for simultaneously improving ornamental and edible traits, and explored comprehensive strategies such as the protection of lotus germplasm resources, the utilization of genetic diversity, and molecular marker-assisted breeding. This study aims to provide a molecular basis and technical support for the synergistic improvement of the ornamental and edible quality of lotus and their industrial application.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 it