Hybrid Canola Seed Production Harvest Management Study
Bibliographic record
Abstract
INTRODUCTION The long cool growing season and isolation from commercial canola fields makes the Maritimes a suitable region for hybrid canola seed production. From 1996 to1999, commercial scale production has shown that, in the Maritimes, high yields of hybrid seed can be economically produced and that seed quality parameters, including germination, purity, hybridity and seed size met or exceeded expectations (Walker, personal communication). However low seed vigor of N.B. grown seed rated as low as 15 % compared to Western Canada standards which are normally above 85%. Both germination and vigor were reduced as days in the swath increased; in seed lots left more than 10 days in the swath, germination dropped by about 0.4 % per day while vigor decreased by about 1.1% per day (Atlin et al., 2000). It is reasonable to believe that the poor drying conditions of this region will require new harvesting techniques. The objectives of this study were to determine the effects of three
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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 | 0.001 | 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) | 0.005 | 0.001 |
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".