Bibliographic record
Abstract
<i>Bisnius cephalotes</i> (Gravenhorst, 1802) <b>NEW BRUNSWICK: York Co.:</b> New Maryland, 15.IV.2004, R.P. Webster, in compost in mixed forest area, (3, RWC). <i>Bisnius cephalotes</i> is newly recorded from New Brunswick (Fig. 5), previously having been reported from the region from Nova Scotia (Smetana 1995; Majka and Klimaszewski 2008). In the Old World it is widely distributed across the Palaearctic region, south to North Africa and east through Siberia to northeastern China (Herman 2001; Smetana 2004b; Alonso-Zarazaga 2007). In North America, however most records are either from the northeast or the northwest (Smetana 2006). Th e earliest North American records are from 1860 in Québec (Bain 1999). <i>Bisnius cephalotes</i> is a synanthropic species frequently found in various decaying plant or animal material such as carrion, compost, and dung. It is also found in bird and rodent nests (Smetana 1995).
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.008 |
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".