Bibliographic record
Abstract
Key to species of Baniana 1. Postmedial line only slightly incurved below reniform spot; French Guiana, Brazil...................................................................................... B. inaequalis – Postmedial line markedly incurved below reniform spot and bending upward toward reniform spot................................................................................. 2 2. Black shading on antemedial line merely an enlarged dark area tapered slightly to posterior margin of wing.................................................................... 3 – Black shading on antemedial line forming large rounded or wedge-shaped lobe extending into medial area from middle of antemedial line................. 4 3. Black shading on antemedial line prominent from costal margin of wing to posterior margin; ground color of forewing brown; French Guiana................................................................................................................. B. firmalis – Black shading on antemedial line tapered to thin line toward costal margin of wing; ground color of forewing gray; Costa Rica.............................. B. haga 4. Postmedial line covering reniform spot (i.e., no black dots above pm line); Argentina............................................................................ B. triangulifera – One or two black dots above postmedial line at position of reniform spot..... 5 5. Two black dots representing reniform spot (Fig. 3); forewing length: 12–14 mm; Dominican Republic...................................................... B. significans – One black dot representing reniform spot; forewing length: 8–10 mm...... 6 6. Black lobe on antemedial line extending about 1/2 distance to postmedial line (Figs 7, 8); uncus with dorsal crest-like ridge at 1/4 from base (Fig. 12); posterior part of corpus bursae with longitudinally sclerotized ridges (Fig. 14); Durango, Mexico to Guanacaste, Costa Rica.................................. B. gobar – Black lobe on antemedial line extending about 1/4 distance to postmedial line (Figs 4–6); uncus with finger-like process ventrally at 1/3 from base (Fig. 11); posterior part of corpus bursae evenly sclerotized (Fig. 13); southeastern Arizona to Costa Rica......................................................... B. minor
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.060 | 0.027 |
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".