Bibliographic record
Abstract
Genus Eudorylas Aczél, 1940 Eudorylas Aczél, 1940: 151. Type-species: Pipunculus fuscipes Zetterstedt, 1844 (subs. des.; ruling of the ICZN, 2002: 143, Opinion 2000, Case 3132). Metadorylas Rafael, 1987: 35, figs. 1-8. Type-species: Pipunculus schreiteri Shannon, 1927 (orig. des.). Syn.: Skevington & Yeates (2001) in the sense of P. fuscipes, not Cephalops opacus. Neodorylas Kuznetzov, 1995: 326. Junior objective synonym (ICZN, 2002). Type-species: Pipunculus fuscipes Zetterstedt, 1844 (orig. des.). Syn.: De Meyer (2001). Remarks: Eudorylas is a highly heterogeneous genus, and it appeared as paraphyletic in the analysis by Motamedinia et al. (2021) and requires redefinition. As defined presently, it has a cosmopolitan distribution and a wide distribution in the New World, ranging from Canada to Chile.The typical Neotropical Eudorylas was revised by Rafael (1990c) under Metadorylas, presently synonymous with Eudorylas, and the reminder heterogeneous " Eudorylas ″ species were revised by Rafael (1993) treating Mexican and Central American species and Rafael (1995) treating the South American species. References: Aczél (1940); Rafael (1987, as Metadorylas); Rafael (1990c, 1995); Skevington & Yeates (2001).
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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 | 0.001 |
| 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 | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".