Review: Recent developments in research on fusarium head blight of wheat in Canada
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Not applicableConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.415
- Threshold uncertainty score
- 0.909
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.199 · how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baseline· verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
The recent increase in prevalence and severity of fusarium head blight (FHB), in cereals in Canada and elsewhere, has caused hardship and economic loss to producers and the grain industry. This review emphasizes Canadian contributions, but incorporates studies from North America to put that research into perspective. Since the reviews of Sutton in 1982 and Miller in 1994, significant advances in our understanding of the epidemiology of the disease have occurred that are fundamental to the development of appropriate management strategies. Also, we now better understand the genetics of resistance in wheat and there is a consensus that resistant cultivars will provide the most stable and durable solution to the problem of FHB. Our knowledge of the genetic basis of resistance in wheat, and the development of molecular markers to facilitate early generation selection for resistance to FHB, are essential tools to this end. Resistant cultivars will ensure stable yields and high-quality grain free of mycotoxins.
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.
The record
- Venue
- Canadian Journal of Plant Pathology
- Topic
- Mycotoxins in Agriculture and Food
- Field
- Agricultural and Biological Sciences
- Canadian institutions
- Agriculture and Agri-Food Canada
- Funders
- not available
- Keywords
- BiotechnologyResistance (ecology)FusariumCultivarMycotoxinBiologySelection (genetic algorithm)AgronomyHorticultureComputer science
- Has abstract in OpenAlex
- yes