Bibliographic record
Abstract
Key to species of the genus Epimicta Foerster 1. Ovipositor sheath about as long as metasoma; East Palaearctic......................... E. longicaudalis Tobias, 1998 - Ovipositor sheath distinctly shorter than metasoma (Fig. 10).................................................. 2 2. Notauli incomplete, short, ending on disk in front of medio-posterior depression of mesoscutum; posterior mesopleural furrow smooth or nearly so, at most superficially crenulate; New World............................................... 3 - Notauli complete, extending to posterior margin of mesoscutum; posterior mesopleural furrow distinctly crenulate (Fig. 5); Old World.......................................................................................... 4 3. Head entirely black; mandibles dark yellow to yellow brown; frons usually rugose; U.S.A., Canada ................................................................................................... E. griffithsi Wharton, 1994 - Head yellow except very dark brown area surrounding ocelli; mandibles whitish yellow; frons smooth; U.S.A. ........................................................................................... E. konzaensis Kula, 2005 4. Medio-posterior depression of mesoscutum long, present on anterior half of mesoscutum longitudinally(Fig. 7); sculpture on third metasomal tergite much coarser (Fig. 6); vein SR1 of fore wing is distinctly sinuate (Fig. 8); East Palaearctic........................................................................................... E. sulciscutum sp. nov. - Medio-posterior depression of mesoscutum not on anterior half of mesoscutum; sculpture on third tergite less coarser; vein SR1 of fore wing is less sinuate; Palaearctic........................................ E. marginalis (Haliday, 1839)
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.029 | 0.008 |
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".