Bibliographic record
Abstract
296. Leptoiulus bertkaui (Verhoeff, 1896) Iulus bertkaui Verhoeff, 1896. Distribution CH, DE, FR-FRA, LU. Meuse, Rhine and Weser river basins. Habitat Humid areas, usually in close proximity to rivers; these may be open (meadows and marshes) or more frequently closed (wooded river margins, inundation forest). It prefers natural or semi-natural biotopes. In the Meuse Basin associated with woodland (Salix, Alnus, Betula, Quercus, Fagus) on greensand or in valleys in Jurassic limestone. Most active in springtime. Found as high as 1000 m above sea level in the south of its range. Remarks For almost a century it was known only from the Rhine Basin. Then it was reported from the Rhône Basin, but only near Geneva in Switzerland, not very far from the headwaters of the Rhine (Pedroli- Christen 1993). More recent finds in Alnus and Quercus woods in the Meuse Basin in France and the upper Weser Basin near Kassel in Germany (Voigtländer & Hauser 1998) add extensively to its range.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.020 | 0.007 |
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".