Bibliographic record
Abstract
225. Oxypoda nigriceps Casey (Illustrations in Klimaszewski et al. 2006, 2018), Table 1 References. Casey 1893. Klimaszewski et al. 2005a, 2006, 2018. Majka and Sikes 2009. Distribution. Nearctic. Canada: NB, NS. USA: NH (NSR), RI, VA. Collection and Habitat data. The NH specimens were found in sod, litter by marsh, litter along swamp margin, and in an old beaver pond area. Collected from April to October. In Canada recorded from various forest types and wetlands, usually in leaf litter. In mature red spruce and eastern white cedar forest in moss and litter near small brook, in red spruce dominated forest from pitfall traps, in grass and leaf litter in alder swamp, margin of beaver pond in leaf litter, small sedge marsh in moist grass litter, red oak forest from Lindgren funnel trap, and sifted from decaying mushrooms (Klimaszewski et al. 2005a, 2006, 2018). Material. USA, New Hampshire, Carroll Co.: Sandwich Notch, 15.VIII.1982, D.S. Chandler, sift leaf litter, 1 female. Coos Co.: Second College Grant, nr. Alder Brook Rd., 44.891242, -71.126214, 31.VII.2021, C. Ziadeh, pitfall trap S.2.89, 1 male. Merrimack Co, Concord Airport, 1 mi E Concord, DZ.4, pine-oak barrens, 4.V.2006, D.S. Chandler, sift grass & leaf litter by pond, 1 male. Strafford Co.: 1 mi SW Durham, 21.IV.1982, sift litter by marsh, D.S. Chandler, 1 female. 1 mi NW Durham, 287’, 2.X.2003, G.D. Whitmore, ZOOL 745, sift forest leaf litter, 1 male; 16.V.1982, D.S. Chandler, sift litter along swamp margin, 2 females; 21.IV.1982, D.S. Chandler, sift litter by marsh, 1 female. College Woods, Durham, 4.X.2007, B.W. Sanford, berlese meadow sod, 1 male. Thompson Farm, 3.5 km SW Durham, N43.11260°, W70.94755°, 17m, 8.IX.2005, berlese sod, S.J. Watkins, 1 female; N43.11223°, W70.94203°, 14m, 29.IX–13.X.2005, FITrap, beaver pond area, 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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.034 | 0.011 |
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".