<i>Lygus</i>spp. Plant Bugs / Punaises ternes (Hemiptera: Miridae)
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
A complex of native plant bugs of the genus Lygus has the capacity to damage fruit, vegetable and field crops across Canada. Primary pest Lygus spp. include (but are not limited to) Lygus lineolaris , Lygus keltoni and Lygus hesperus . Insecticides are primarily used for Lygus spp. management, and economic thresholds are available for different host plants. Biological control efforts have largely focused on using native and exotic parasitoids. Recently, interest has grown in using pathogens (e.g., Metahrizium robertsii and Beauveria bassiana ) and arthropod predators of Lygus spp. (e.g., Nabis americoferus and Orius insidiosus ), as well as parasitoids (e.g., Peristenus digoneutis ). The chapter reviews studies of biological control agents of Lygus spp. from across Canada.
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.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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 it