<i>Agriotes</i>spp. Eschscholtz and Other Elaterids (Coleoptera: Elateridae), Wireworms and Click Beetles / Vers fil-de-fer et taupins
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
The primary species of pest wireworms in Canada include Agriotes obscurus , Agriotes lineatus and Agriotes sputator , all of which were introduced from Europe. Recent shifts in the distribution of wireworm populations and changing availability of effective insecticides to manage wireworms has necessitated research into alternative pest management options, including biological control. Entomopathogenic nematodes have been used for biological control in some areas, with effective control reported in some cases. A biological product, frass from black soldier flies, Hermetia illucens , has also demonstrated some efficacy. The majority of biological control research for wireworm management in Canada has focused on the use of fungal pathogens, in particular the use of Metarhizium brunneum . The chapter reviews the M. brunneum research, as well as other opportunities for biological control of wireworms.
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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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