Seasonal occurrence and within-field distribution of <i>Lygus lineolaris</i> on buckwheat in Manitoba
Bibliographic record
Abstract
Plant bugs, species of the genus Lygus Kelton (Hemiptera: Miridae), damage many crops in western Canada (Kelton 1980; Wise and Lamb 1998; Wise et al. 2000). Lygus lineolaris (Palisot de Beauvois), L. borealis (Kelton), and L. elisus Van Duzee are the most common species in the eastern prairie of Canada (Schwartz and Foottit 1992). Manitoba is the leading producer of buckwheat, Fagopyrum esculentum Moench (Polygonaceae), in North America, growing about 15 000 ha annually (Canada Grains Council 1999). Plant bug adults are known to oviposit (Painter 1927) and feed on buckwheat (Bugg and Ellis 1990), but little is known about their ability to develop on this crop. The objectives of the study were to determine ( i ) the species of plant bugs on buckwheat, ( ii ) their ability to develop on buckwheat, and ( iii ) the distribution of plant bugs within commercial fields of buckwheat in Manitoba.
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. 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.
Codex and Gemma teacher scores by category
| 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) | 0.000 | 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 teacher head, 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".