Bibliographic record
Abstract
114. Cylindroiulus broti (Humbert, 1893) Iulus broti Humbert, 1893. Julus allobrogicus Brölemann, 1896. Cylindroiulus castanearum Verhoeff, 1930. Distribution CH (Valais, Ticino), FR-FRA (Alps), IT-ITA (Alps and Apennines). Habitat Montane, subalpine and alpine from 400 to 2200 m in Switzerland (Pedroli-Christen 1993), up to 2400 m in the Oisans area of the French Alps (Schubart 1954) and up to 2500 m in the Ecrins National Park (Geoffroy 1981b) where it was observed principally in forests including Larix decidua, Fagus sylvatica, Populus tremula Alnus viridis, Betula, Pinus sylvestris, Pinus uncinata, Abies and Picea, but also in meadows with these trees, high level grasslands, rocky places and heaths or moors. In the Vanoise National Park it was similarly distributed and particularly abundant in subalpine grassy Larix forests (Geoffroy 1983). In the Alpes Maritimes C. broti is assocated with Rhododendron, Vaccinium moors and the more open Larix stands containing many alpine flowers. In the Ticino and in Italy, from 500 m up to 1450 m. Also in Italy in Castanea woodland, in Corylus litter from 1100 to 1200 m and in Fagus litter at 1250 m. Remarks A common species within its range. There is some possible confusion between records of this species and those of C. decipiens from the Apennines in Central Italy (see Strasser 1970).
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 0.005 |
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; both teacher heads agree on what is shown here.
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".