Bibliographic record
Abstract
Key to species of Nothybus from China [Simplified from Lonsdale & Marshall (2016)] 1 Distal quarter of wing infuscated, except for 2 discreet circular spots anteriorly in radial cells, and sometimes one ill-defined pale patch in cell m 1 (Figs 7, 25, 34)...................................................................... 2 - Distal quarter of wing with dark brown apical and subapical bands; pale area between bands encompassing three clear spots (Figs 44, 63, 83)...................................................................................... 4 2 Velvety anterolateral patches on frons confluent, black area thus continuous across lower frons (Fig. 4); fore basitarsomere almost entirely white, with basal and distal dark areas no longer than diameter of tarsomere (Fig. 8)............. N. absens - Velvety anterolateral patches on frons separate, black area of lower frons interrupted medially (Figs 22, 31); fore basitarsomere white except for dark apex and base, basal dark area several times longer than diameter of tarsomere (Figs 26, 35)......... 3 3 Abdominal tergites mostly yellowish orange with dark markings posteromedially and along lateral margin (Figs 20, 27, 28)............................................................................................ N. acrobates - Abdominal tergites almost entirely dark brown (Figs 29, 36, 37)...................................... N. biguttatus 4 Subapical clear spots of wing arranged in a straight transverse line; vein CuA 1 with subapical spot usually distinct (Figs 44, 63)................................................................................................. 5 - Subapical clear spots of wing not arranged in a straight line and middle spot in cell r 4+5 displaced apically, subapical spot on vein CuA 1 faded or absent (Fig. 83)................................................................ N. sumatranus 5 Abdominal tergite 3 dark brown (Fig. 46); tergite 4 mostly dark brown, with large orange patches on each side (Figs 46–48); anterior margin of surstylus almost straight (Fig. 76)................................................... N. kempi - Abdominal tergite 3 laterally reddish brown to orange (Fig. 58); tergite 4 almost entirely reddish brown to orange, medial strip and anterior and posterior margins narrowly darkened (Fig. 65); anterior margin of surstylus strongly convex (Fig. 77)........................................................................................... N. kuznetsovorum
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.025 | 0.005 |
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; both teacher heads agree on what is shown here.
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".