Family Tetracampidae (Insecta: Hymenoptera) as Parasitoids of the Orders Diptera, Coleoptera and Lepidoptera as Agricultural Pests
Bibliographic record
Abstract
Many species of Tetracampidae are hosts that have been identified are plant-mining insects. The European species of the genus Dipriocampe are endoparasitoids of the eggs of flies or saw wasps. Species of the genus Foersterella from England are endoparasitoids of the eggs of Cassida spp. One species, Dipriocampe diprioni (Ferrière, 1935), has been introduced to Canada from Europe as a biological control of saw wasps but has failed to become established. The aim of this mini review is to consider the importance of the Tetracampidae family (Insecta: Hymenoptera) as parasitoids of the Diptera, Coleoptera and Lepidoptera orders as agricultural pests. The short commentary research was carried out based on studies related to the quantitative and conceptual aspects of Tetracampidae. A bibliographic search was carried out containing national and international articles from 1973 to 2022. The short commentary used digital platforms.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.012 | 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 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".