Bibliographic record
Abstract
224. Oxypoda lucidula Casey (Illustrations in Klimaszewski et al. 2006, 2018), Table 1 References. Casey 1906. Webster et al. 2009. Klimaszewski et al. 2006, 2011, 2018, 2021. Distribution. Nearctic, recorded from A/S (Klimaszewski et al. 2021). Canada: AB, LB, MB, NB, NF, NT, NU, ON, QC, YT. USA: AK, IA, ME, MO, NH, NY. Collection and Habitat data. In NH found in Alnus litter and Sphagnum near pond, with the Durham site at the margin of a freshwater marsh. Collected in June and from September to November. In AK found in Salix leaf litter (Klimaszewski et al. 2021). In Canada recorded from litter near various wetlands; sifted from moss and leaf litter along a stream, from Alnus and Sphagnum litter near a pond, treading sedges around edge of pond, and in drift material on upper river margins. Also, in gilled mushrooms in a spruce and fir forest, and in vegetation on coastal sand dunes; a few were captured flying at dusk (Webster et al. 2009, Klimaszewski et al. 2006, 2021). Material. USA, New Hampshire, Coos Co.: 8 mi S Gorham, Pinkham Notch, 2000’, 11.IX.1987, J.M. Campbell and A. Davies, sifting Alnus litter and Sphagnum near pond (CNC), 1 sex? Strafford Co.: 1 mi SW Durham, 11–18.VI.1987, 1 male, 1 female; 15.X–4.XI.1987, D.S. Chandler, FIT, 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 | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.045 | 0.014 |
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".