Effect of cold storage of eggs on the response of cabbage looper (Lepidoptera: Noctuidae) larvae to a nucleopolyhedrovirus
Bibliographic record
Abstract
Nucleopolyhedroviruses (NPVs) are naturally occurring entomopathogens that show promise as bioinsecticides against pest caterpillars. Determining the potential of a NPV as an insecticide requires conducting many laboratory assays. These experiments typically require a large number of larvae and it may be necessary to collect eggs from laboratory or wild sources for several days before an adequate supply is obtained. Fortunately, in many species of Lepidoptera, it is possible to synchronize rearing by storing eggs at 4°C. Cabbage loopers (Trichoplusia ni Hübner) are widespread, highly destructive agricultural pests. Preliminary trials suggest that the single (S) nucleocapsid nucleopolyhedrovirus of cabbage loopers (TnSNPV) might be effective in controlling cabbage loopers (Jaques 1977); however, many additional studies are required before it can be commercially developed as a bioinsecticide.
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 | 0.001 |
| 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) | 0.003 | 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 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".