Guidelines for Integrating Ecological Principles of Pest Management with Rotation Design
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 explains ecological principles related to pest life cycles and management. It suggests guidelines for producers and scientists to integrate these principles with the design of crop rotations to limit pest problems. The chapter addresses management of arthropod pests in dryland agroecosystems from an ecological perspective. Insecticide and miticide treatments for arthropod infestations in dryland crops are relatively expensive and may have other undesirable effects such as mortality in natural enemy populations. Arthropod pests of dryland crops should be assessed for their potential to be affected by cropping system design. The utility of resistant varieties in dryland cropping systems is limited by the time required to develop effective varieties. Design of dryland agroecosystems should recognize the importance of conservation biological control and niche requirements of important natural enemy species. In the case of arthropod pests, the controlling organisms usually are predators, parasitoids, or pathogens.
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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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