Bibliographic record
Abstract
A world key to the species of the genus Robackia Saether (male) (adopted from Yan et Wang 2006) 1. Anal point without any lateral setae, only with basal strong setae (Holarctic: United States, Canada, China)......................................................................................... R. demeijerei (Kruseman, 1933) - Anal point with weak lateral setae, with or without basal strong setae............................................ 2 2(1). Tergite IX with shoulders............................................................................... 3 - Tergite IX with posterior margin rounded................................................................... 4 3(2). Superior volsella swollen distally; anal point nearly parallel–sided (Palaearctic and Orient: former Yugoslavia, Italy, North Korea, Russia, China).............................................................. R. pilicauda Saether, 1977 - Superior volsella not swollen distally; anal point widened in apical 1/3 (Palaearctic: Russia)....... R. aculeata Zorina, 2003 4(2). Anal point constricted basally (Nearctic: United States).................................. R. claviger (Townes, 1945) - Anal point nearly parallel-sided.......................................................................... 5 5(4). AR 1.30; T IX with 4 strong dorsal setae; superior volsella digitiform with 1 subapical and 1 apical setae (Oriental China)............................................................................. R. parallela Yan et Wang, 2006 - AR 2.03–2.13; T IX without strong setae; superior volsella bilobed, inner part with 1 subapical and 1 apical setae (Orient: India)............................................................................... R. aequilongia sp. n.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.016 | 0.008 |
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".