Bibliographic record
Abstract
22. Bedelliidae – bedelliid moths Small (approximately 10 mm wingspan) moths with narrow lanceolate wings. Adults have a tuft of scales on the vertex, and a dense pecten of scales on the antennal scape, not quite forming an eye cap, as in the Lyonetiidae. They are differentiated from other yponomeutoid families by internal and wing venation characters. Larvae are leafminers. Until recently this group was treated as a subfamily within the Lyonetiidae; we follow Dugdale et al. (1999) in treating it at the family level. Eighteen species of Bedelliidae are known worldwide, all in the genus Bedellia. Fourteen of these are restricted to Hawaii, and two species are known from continental North America; one of the latter has re- cently been found in AB. Th ere is no recent species-level taxonomic work on the group, but the AB species was illustrated by Parenti (2000) and Powell and Opler (2009). 124 * R Bedellia somnulentella (Zeller, 1847) Aug – b g T: Parenti (2000), Powell and Opler (2009) L: None C: CNC
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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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.091 | 0.027 |
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".