Bibliographic record
Abstract
G ENUS DICHOCHRYSA Yang, 1991 Dichochrysa Yang, 1991: 150 [Nom. nov. for Navasius Yang and Yang, 1990]. Type species: Navasius eumorphus Yang and Yang, 1990; original designation (Dong et al. 2004). Dichochrysa includes more than 130 species and may be worldwide in distribution, with representatives in the Palaearctic, Oriental, African [Ethiopian], and Nearctic regions (Adams & Garland 1983, as Mallada; Dong et al. 2004). The genus displays retention of full genitalic components (Brooks 1997). Larvae are debris-carriers and overwinter as third instars (Séméria 1977, as Mallada; Adams and Garland 1983, as Mallada; Brooks and Barnard 1990, as Mallada; Tauber et al. 1998, as Pseudomallada; Monserrat et al. 2001, as Pseudomallada). The genus is represented by four species in North America (Adams and Garland 1983, as Mallada; Penny et al. 1997, as Pseudomallada); two of them occur in Canada, as follows:
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 | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 0.006 |
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".