Bibliographic record
Abstract
89. Dinaraea subdepressa (Bernhauer) (Illustrations in Klimaszewski et al. 2013b, 2018), Table 1 References. Bernhauer, 1907. Klimaszewski et al. 2013b, 2018. Webster et al. 2016. Distribution. Nearctic. Canada: BC, NB, ON. USA: NH. Collection and Habitat data. No NH habitat data was given in the type description; collected in July. In Canada all specimens from NB were captured in Lindgren funnel traps in the following forest types: a red pine forest, an old jack pine forest, an old-growth eastern white cedar forest, an old black spruce forest, mixed forests, a red oak forest, and an old balsam poplar forest near a river. Nothing else is known about the biology and microhabitat requirements for this species, but it probably lives in subcortical habitats like some other members of this genus (Webster et al. 2016, Klimaszewski et al. 2018). Material. USA, New Hampshire, Grafton Co.: Mt. Pleasant House, VII [type locality: nr. Bretton Woods, Bernhauer 1907].
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.002 | 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) | 0.034 | 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".