Bibliographic record
Abstract
221. Oxypoda hiemalis Casey (Illustrations in Klimaszewski et al. 2006, 2018), Table 1 References. Casey 1911. Klimaszewski et al. 2006, 2011, 2015, 2018, 2021. Distribution. Nearctic, recorded from A/S (Klimaszewski et al. 2021). Canada: AB, LB, MB, NB, NF, NS, NT, ON, QC, YT. USA: AK, NH, PA (NSR). Collection and Habitat data. The NH specimens were found in leaf litter along river edge, birch/fir litter, litter by stream, from alder, grass and tree leaf litters, and under leaf litter around pond. Collected from April to July, with a single specimen taken in September. In PA taken from Rhododendron leaf litter. In Canada taken from various deciduous and coniferous forests. Adults collected in leaf litter, moss, litter and Sphagnum near small body of water, in moist leaves on vernal pond margins, in litter at base of tree in Carex marsh, in lining of deserted beaver lodge, in moist grass litter on abandoned beaver pond margin, Microtus nests, marmot (Marmota sp.) burrows, litter around raspberry, in frass in tree holes of birch and maple, and in leaf litter on river margin. One individual was found in a lichen on a tree trunk (Klimaszewski et al. 2006, 2021). Material. USA, New Hampshire, Belknap Co.: Lower Gilmanton, 23.IV.1982, D.S. Chandler, sift leaf litter, 1 female. Coos Co.: 3 mi E Stewartstown, 23.V.1982, D.S. Chandler, sift leaf litter along river edge, 2 males. Mt. Washington, Halfway House, 18.VI.1982, D.S. Chandler, sift birch-fir litter, 1 male, 1 female. Mt. Washington, Auto Road, 3000’, 25.VI.1982, D.S. Chandler, sift litter by stream, 1 male. Hurlbert Swamp, 4 mi E West Stewartstown, 12.IX.1986, D.S. Chandler, sift grass and tree leaf litters, 1 female. Hwy. 33, Second Connecticut Lake, 23.V.1982, D.S. Chandler, sift alder and grass litter 2 males, 1 female. Pinkham Notch, 1.VII.1982, D.S. Chandler, sift grass litter, 1 male. Rockingham Co.: Odiorne Point St. Pk., 14.V.1982, D.S. Chandler, under leaf litter around pond, 1 female. Pennsylvania, Huntingdon Co.: Rothrock St. Forest, Seeger Nat. Area, 900’, 30.V.1985, D.S. Chandler, sift Rhododendron leaf litter, 1 male.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.036 | 0.010 |
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".