Plant dormancy research: from environmental control to molecular regulatory networks
Bibliographic record
Abstract
Annual growth cycles of perennial horticultural and forest woody plant species of temperate and boreal regions can be divided into two phases, namely the growth and dormancy phases. During the dormancy phase, vegetative and reproductive meristems undergo dormancy to withstand subzero winter temperatures. The dormant state of the plant organs can be defined classically as a non-growing latent state, where no visible growth occurs in meristem containing plants structures, such as seeds and buds. In the strictest view of the term, dormancy is considered a state of the meristem in which cell divisions cease, and the meristem is unresponsive to growth-promoting cues until dormancy-breaking cues are perceived by the plant (Rohde and Bhalerao 2007). For more than 30 years, bud dormancy has been distinguished into three types: (i) paradormancy, where growth of the lateral bud is suppressed by actively growing apical bud and is also known as apical...
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".