Family Tetracampidae (Insecta: Hymenoptera) as Parasitoids of the Orders Diptera, Coleoptera and Lepidoptera as Agricultural Pests
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
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.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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