Seasonal changes in abscisic acid concentration of perennial root nodules of beach pea (Lathyrus maritimus (L.) Bigel.)
Bibliographic record
Abstract
Introduction Beach pea (Lathyrus maritimus [L.] Bigel.), a potential cold-climate circumpolar legume crop, naturally grows along the shorelines of Newfoundland, Canada. It is perennial and persistent for many years, and is resistant to drought and frost. It forms large continuous stands by rhizomes and has prolific seed production. Sometimes, the vegetative parts of beach pea are used as fodder for cattle (1) and seeds have been used for food or feed purposes during scarcity of other foods by stranded sailors . Vigorous plant growth has occurred in both greenhouse and field trials . The added advantage of the nutritional value of the seeds and other plant parts (5) suggests that beach pea may be a good candidate as a cold-climate crop for food, feed or forage. Having a symbiotic association with the nitrogen-fixing soil bacterium, Rhizobium, makes it even more attractive as a crop, which allows beach pea to grow well in nutrient-poor areas that can be inhospitable to other plants .
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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 | 0.000 | 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) | 0.001 | 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".