Bibliographic record
Abstract
220. Oxypoda frigida Bernhauer (Illustrations in Klimaszewski et al. 2006, 2018), Table 1 References. Bernhauer 1907. Klimaszewski et al. 2006, 2011, 2018, 2020, 2021. Distribution. Nearctic, recorded from A/S (Klimaszewski et al. 2021). Canada: AB, BC, LB, NB, NF, NS, NT, ON, QC, SK, YT. USA: AK, NH. Collection and Habitat data. In NH found in the alpine area of the Presidential Range in birch litter, spruce litter, spruce/willow litter, dwarf Betula litter, birch/fir litter, and Vaccinium, dwarf Betula, leatherleaf litter near lake. Adults found from June to September. In AK captured in gravel bars, mature forest, forest edge with Populus tremuloides and P. balsamifera. and in meadow and heath shrublands. In Canada taken in coniferous and deciduous old-growth and 2 nd growth forests and their associated leaf litters; occurring in subalpine and alpine habitats (Klimaszewski et al. 2006, 2021). Material. USA, New Hampshire, Coos Co.: Mt. Washington Auto Road, 2700’, 1.VII.1982, D.S. Chandler, sift birch litter, 1 male. Mt. Washington, Alpine Garden, 18.VI.1982, sift fir, spruce, & willow litter, 1 male; 11.IX.1981, D.S. Chandler, sift spruce litter, 5 males, 5 females. Mt. Washington, Alpine Garden, 5300’, 12.IX.1987, J.M. Campbell and A. Davies, sifting dwarf Betula litter (CNC), 2 sex? Mt. Washington, Halfway House, 18.VI.1982, sift birch & fir litter 3 females; 7.VIII.1982, D.S. Chandler, sift birch & fir litter, 3 females. Mt. Monroe, around Lakes of the Clouds, 5000–5100’, 10.IX.1987, J.M. Campbell and A. Davies, Vaccinium, dwarf Betula, leatherleaf litter near lake (CNC), 1 female.
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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 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.031 | 0.012 |
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".