Bibliographic record
Abstract
Lasionycta subdita species-group The L. subdita species-group contains three allopatric species characterized by the male digitus and female ductus bursae. Th e digitus is heavily sclerotized with a nearly perpendicular orientation to the valve and bears a flange-like ridge or pointed projection at the base. Th ose of other species-groups are less sclerotized, are oblique to the valve, and have a simple elongate shape. Th e uncus is dorsoventrally flattened and the tip is ovate. Th e vesica is 1.5× as long as the aedeagus, has a slightly expanded subbasal and mesial section, and is weakly twisted beyond a 90° subbasal dorsal and rightward bend. It bears 3–5 stout basal cornuti and a distal elongate patch of spines. The male antenna is bipectinate with T-shaped individual segments. Th e female has a dorsoventrally flattened ductus bursae with a unique sclerotized asymmetrical bulge toward the right near the corpus bursae. Th e ovipositor lobe is membranous and covered with hair-like setae. Th e appendix bursae arises from the dorsal corpus bursae and projects dorsally, 30° anteriorly, and leftward proximally, turning posteriorly before the apex.
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) | 0.000 | 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) | 0.007 | 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".