Bibliographic record
Abstract
Key to the species of Aristobatina Verbeke 1 Outer vertical seta absent (Fig. 19); notum brick-red in colour (Figs 18, 20) ........2 – Outer vertical seta present (Fig. 22); notum predominantly dark brown to black in colour.......................................................................................................................3 2 Mid femur dark in basal ⅔, orange distally (Fig. 20); male with ejaculatory apodeme extremely large, much larger than epandrium (Fig. 13) ........................................... ............................................................................ rufithorax (Enderlein) (Tanzania) – Mid and hind femora brown, with 2 yellow rings; male with ejaculatory apodeme very small, much smaller than epandrium ................................................................ ...................................... principalis (Frey) (Malawi, Mozambique and Zimbabwe) 3 Wing with macula or fascia; fore femur predominantly orange; overall length 12–14mm; usually with small intrapostalar seta present (between postalar and presutural dorsocentral setae)..................................................................................4 – Wing uniformly infuscate; fore femur black (Fig. 27); overall length more than 15mm; without intrapostalar setae (between single postalar and dorsocentral setae) ........................................................................................ udzungwa sp. n. (Tanzania) 4 Wing with discal band reduced to a circular patch (Figs 2, 23); mid femur uniformly orange, except apically............................................................................................5 – Wing with extensive discal band, extending from R 1 to CuA 1 (Fig. 26); mid femur either predominantly black or banded in pale brown and orange. ............................ ......................................................................................... morogoro sp. n. (Tanzania) 5 First 2 tarsomeres of hind leg white (Fig. 21). Paired spermathecae short, with a striate surface (Fig. 16)................................................... melasma sp. n. (Tanzania) – Second tarsomere and at least distal ⅓ of first tarsomere of hind leg dark (Fig. 2). Paired spermathecae elongate, with a smooth surface (Fig. 1). ................................ .................................................................................. metamelasma sp. n. (Tanzania)
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.002 |
| 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) | 0.029 | 0.012 |
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".