Bibliographic record
Abstract
‘Desperado’ six‐row barley [Hordeum vulgare ssp. vulgare L.] (Reg. No. CV‐340; PI 654069) was developed and released by Agriculture and Agri‐Food Canada Brandon Research Centre as a dual‐purpose forage and feed cultivar in April 2008. It was derived from a complex cross with the Brandon composite cross BR CC 053 as base parent and evaluated in 20 field tests in western Canada. Desperado is adapted to the Parkland region of western Canada with high grain and dry matter yield potential and good grain test weight. Desperado has 6% higher dry matter yield than ‘AC Ranger’ and similar grain yield and test weight to AC Ranger. Desperado is resistant to several important barley diseases including stem rust (Rpg1 resistance gene) and the surface‐borne smuts, as well as moderate resistance to spot blotch (Cochliobolus spp.) and common root rot [caused by Cochliobolus sativus (Ito and Kuribayashi,) Dreschs. ex Dastur.].
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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.003 |
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".