<i>Aphis gossypii</i> Glover, melon/cotton aphid, <i>Aulacorthum solani</i> (Kaltenbach), foxglove aphid, <i>Macrosiphum euphorbiae</i> (Thomas), potato aphid, and <i>Myzus persicae</i> (Sulzer), green peach aphid (Homoptera: Aphididae).
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
This chapter focuses on melon/cotton aphid (Aphis gossypii), foxglove aphid (Aulacorthum solani), potato aphid (Macrosiphum euphorbiae) and green peach aphid (Myzus persicae), providing an overview of their occurrence in greenhouse crops (including fruit, vegetable, flower and spice crops) across Canada, the biological control agents, predators, parasitoids and entomopathogens that have been used to date for their management, and the release and effectiveness of parasitoids. Future research prospects are recommended.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it