Faunistic Survey of Dytiscidae (Coleoptera: Adephaga) from Far North Ontario, Canada
Bibliographic record
Abstract
In this paper, we report on the diversity and distribution of Dytiscidae (Coleoptera: Adephaga) collected in Far North Ontario, Canada during the years 2009 to 2014. A total of 387 individuals from 34 species and 14 genera were collected, which represent 20.9% of the known Ontario fauna. Of these, 24 species are Nearctic (70.6%) and 10 species Holarctic (29.4%). Most species have a transcontinental distribution in Canada and are characteristic of the Boreal Ecozone. Two species, Hygrotus unguicularis (Crotch, 1874) and Nebrioporus depressus (Fabricius, 1775), are recorded in Ontario for the first time. The collection of black-bodied Nebrioporus macronychus (Short and Angus, 1992) in this study is a unique feature amongst North American species of Nebrioporus Régimbart, 1906.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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 teacher head, 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".