Bibliographic record
Abstract
Ophiomyia simplex (Loew, 1869) (fig. 57–60) M a t e r i a l e x a m i n e d. Stara Pokrovka, 13.06.2010, 2 ♂. R e d e s c r i p t i o n. Head (fig. 57, 58). Orbit strongly projected above eye in profile, shining; 2 orb s, 3 fr s; frorb sta reclinate, sparse; keel and vibrissa lacking; lunule with round deepening in centre; ocellar triangle conspicuously shining, reaching the level of 2nd orb s; maximal height of eye 5.0 × maximal height of gena; 1st flagellomere small, rounded. Wing. Costa ending after R 4+5; last and penultimate sections of M equal; calypter grey, fringe and margin black. Length of wing 2.2 mm. Mesonotum black; 2 dc; halter and legs black. Male genitalia (fig. 59, 60). Distiphallus 0.11 mm long, 2.0 × as wide as endophallus (ventral view). Basiphallus highly asymmetrical. D i s t r i b u t i o n. Occurring in most of Western Europe, Ukraine (Guglya, 2011), the United States and Eastern Canada (Spencer, 1976). H o s t p l a n t. Asparagaceae: Asparagus officinalis L. (Spencer, 1990). B i o n o m i c s. Larva forms external stem mines (Spencer, 1990).
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.011 | 0.003 |
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".