Bibliographic record
Abstract
Hyadina vockerothi Clausen, 1984 Hyadina vockerothi Clausen 1984: 83-86; type-locality: “Cranberry I., Lockeport, Nova Scotia ” [Canada]; HT 3 [CNC, Clausen 1984]. Diagnosis. This species is easily characterised by the very short R 2+3 (Fig. 13) and the unique colouration of the face with velvet black patches at the gena (Fig. 3). Terminalia are illustrated in Clausen (1984). Distribution. So far there are European records from Czech Republic (Zatwarnicki 1996), Denmark (Zatwarnicki 1991 misidentified as nigricornis), Germany (Stuke 2023), Hungary (Zatwarnicki 1991 misidentified as nigricornis) and Sweden (Zatwarnicki 1991 misidentified as nigricornis). Beside the European records this Holarctic species is reported from Nova Scotia and Ontario (Clausen 1984). Biology. Hyadina vockerothi occurs in a brachypterous form and the Nearctic type material has been caught in “mouse run among Carex ” (Clausen 1984). Adults have been recorded in April, June and July in a damp birch wood and at a densely vegetated lake shore.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.041 | 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".