Bibliographic record
Abstract
Key to the known larvae of Zavrelia 1. AAR ≥ 1.2.......................................................................................... 2 - AAR ≤ 1............................................................................................ 3 2. Inner margin of mandible with two spines. First antennal segment 66 μm long. Antennal blade <100 μm long (Ekrem & Stur 2009: Figs. 11D, G)................................................................. Z. sinica Ekrem & Stur - Inner margin of mandible smooth. The first antennal segment 55 μm long. Antennal blade> 100 μm long................................................................................................ Z. hudsoni Ekrem & Stur 3. Antennal pedestal ≥ 80 μm long.......................................................................... 4 - Antennal pedestal <80 μm long.......................................................................... 5 4. Inner margin of mandible with one spine. Lauterborn organs prominent with second Lauterborn organ ≥ 30 μm long (Zorina, 2008: Figs. 8, 11)......................................................................... Z. elenae Zorina - Inner margin of mandible with two spines. Lauterborn organs less prominent with second Lauterborn organ <30 μm long (Zorina, 2008: Figs. 21, 23)........................................................ Z. pseudopentatoma Zorina 5. First antennal segment 65–70 μm long. Antennal blade 125–150 μm long; AAR about 1.0 (Ekrem & Stur 2009: Fig. 2D).................................................................................... Z. aristate Ekrem & Stur - First antennal segment> 70 μm long. Antennal blade <120 μm long; AAR <1.0................................... 6 6. Ventromental plates extend to the third lateral teeth of the mentum. Lauterborn organ 15 μm long (Ekrem & Stur 2009: Figs. 2D–E). The shortest anal setae, close to 120 μm long.................................. Z. pentatoma Kieffer & Bause - Ventromental plates extend to the border of second and third lateral teeth of the mentum. Lauterborn organ 17–26 μm long (Figs.) The shortest anal setae, close to 380 μm long...................................... Z. parapentatoma sp. nov.
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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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 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) | 0.030 | 0.014 |
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".