Bibliographic record
Abstract
Cheilosia (Cheilosia) lasiopa Kowarz, 1885 Fig. 38 Cheilosia lasiopa Kowarz, 1885: 206. Cheilosia honesta Rondani, 1868 – Tóth 1986: 92. — Barkalov 1993: 699. Cheilosia lasiopa – Mengual et al. 2020: 17. Differential diagnosis Cheilosia lasiopa has face and eye pilose and legs black, except base of tibiae yellow. It is similar to C. borjomi sp. nov., C. melanopa, C. redi and C. variabilis, but it has short setae on posterior margin of scutellum, shorter than scutellum length (longer in the other species), tibiae black with yellow base (Fig. 38C) (usually either all black or with yellow base and apex in the other species) and in the male the dorsal lobe of the postgonite is as long as the ventral lobe (shorter than ventral lobe in the other species, see Francuski et al. (2009) for drawings of the male genitalia). Material examined Species not collected. Genetics The four DNA barcodes of C. lasiopa from Europe cluster together with high support (BS = 100%). Distribution Europe, Caucasus (Abkhazia), West and Central Siberia, Kazakhstan and Mongolia.
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.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| 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 | 0.002 |
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".