Bibliographic record
Abstract
Asymphyloptera Collin Asymphyloptera Collin, 1933: 323. Type species: A. discrepans Collin, 1933, by original designation. Diagnosis. [adapted from Sinclair (2015)]. Very small size (wing length <2.5 mm); face broad with distinct clypeus; postpedicel globular with long, slender apical extension; mouthparts narrow with palpus elongate and narrowly pointed, appressed to proboscis; unusual wing venation, where R 2+3 is branched and the upper crossvein of cell dm (= base of M 2) is absent; cercus with anterior and posterior lobes (rarely anterior lobe absent); epandrium narrow, with elongated setae apically; surstylus with acute apex (rarely flattened or rounded); phallus straight or arched, mainly membranous apically. Distribution. In Australasia, this genus is known from Australia, New Caledonia, New Zealand and Philip Island (Norfolk) (Sinclair 1995). In the New World, this genus is recorded from Chile, Colombia (new record), Costa Rica, Dominica, Ecuador, Mexico, Peru, Venezuela, and USA (Arizona). The genus is also known from Puerto Rico (Cumming & Sinclair 2009), but the specimens have not been re-located (Sinclair 2015).
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 | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.029 | 0.010 |
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".