Kaufmann oat
Bibliographic record
Abstract
Kaufmann is a high-yielding, disease-resistant spring oat ( Avena sativa L.) with improved kernel characteristics and milling quality features. It is resistant to >98% of the crown rust [ Puccinia coronata Corda var. avenea (W.P. Fraser & Ledingham)] isolates found in western Canada. It is also resistant to almost all prevalent races of stem rust (caused by P. graminis Pers. f. sp. avenae Eriks & Henn.), except race NA-67, and all races of loose smut (caused by Ustilago avenae (Pers.) Rostr.) and covered smut (caused by U. kolleri Wille) found in western Canada Kaufmann is moderately susceptible to the PAV strain of BYDV. It has performed at a level equal to or significantly better than AC Medallion in agronomic and grain quality features. It is best adapted t o the Black Soil Zone of Manitoba and the Brown Soil Zone of Saskatchewan, where it has yielded significantly more than AC Medallion while having better lodging resistance and improved grain quality. Key words:
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.031 | 0.011 |
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".