First report of pupal parasitoids of filth-breeding flies (Diptera) from bovine manure in northeastern Mexico
Bibliographic record
Abstract
Abstract A total of 2702 individuals representing nine species of Pteromalidae (Chalcidoidea) plus at least one species of Diapriidae, Trichopria haematobiae (Ashmead) (Diaprioidea), were reared as pupal parasitoids of filth-breeding flies in bovine manure during a 2-year study in northern Tamaulipas, Mexico. The Pteromalidae included two undescribed species of Spalangia Latreille plus Spalangia cameroni Perkins, S. drosophilae Ashmead, S. endius Walker, S. nigroaenea Curtis, Muscidifurax raptor Girault and Sanders, M. zaraptor Kogan and Legner, and Pachycrepoideus vindemiae (Rondani). Spalangia nigroaenea accounted for 71% of all the pupal parasitoids and all six Spalangia species for 94% of the parasitoids over the 2 years. Based on its preponderance, S. nigroaenea is recommended as a candidate for inundative releases within integrated pest management programs to help control fly pests of cattle in northeastern Mexico.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 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".