Bibliographic record
Abstract
96. Lypoglossa angularis (LeConte) (Illustrations in Gusarov 2004, Klimaszewski et al. 2018), Table 1 References. LeConte 1867. Hoebeke 1992. Gusarov 2004a. Majka and Klimaszewski 2010. Klimaszewski et al. 2018. Distribution. Nearctic, transcontinental in Canada, recorded from A/S (Klimaszewski et al. 2021). Canada: AB, BC, NB, NF, NS, QC, SK, YT. USA: AK, AZ, CA, CO, ME, NH, NM, OR, WA, WY. Collection and Habitat data. The NH specimens were captured by pitfall and flight intercept traps, and sifted from a wide variety of alpine/subalpine leaf litters. Collected from June to September. In AK taken in boreal forest and subalpine areas of shrubs and small trees as well as herbaceous tundra/heath, shrubby Krummholz, subalpine meadows, and flooded meadows. Also, under boards and driftwood, and near bear dung. In Canada found in gopher burrows, moss at edge of forest, in Betula, Picea and Alnus, Verathrum, and fern forest litters, and from a treeline subalpine meadow (Klimaszewski et al. 2021). Material. USA, New Hampshire, Carroll Co.: 1 mi N Wonalancet, E Fk. Spring Brk., 24–30.VII.1985, 1900’, D.S. Chandler, fl. intercept trap, 1 female. Coos Co:. Mt. Washington, Halfway house, 25.VI.1982, 15.VII.1982, R.M. Reeves, pitfall, 7 males, 4 females, 11 sex?; 18.VI.1982, D.S. Chandler, sift birch & fir litter, 1 female. Mt. Monroe, around Lakes of the Clouds, 5000–5100’, 10.IX.1987, Campbell and A. Davies, Vaccinium, dwarf Betula, leatherleaf litter near lake (CNC), 2 males; A. Smetana (CNC) 4 sex? Mt. Washington, Auto Rd., 4100’, 14.IX.1987, sifting Sphagnum under spruce tree near spring (CNC), 3 sex? Mt. Washington, Auto Rd. Mi 5.3, 4750’, Cragway Spring, 12.IX.1987, J.M. Campbell, sifting Alnus litter (CNC), 3 sex? Mt. Washington, above tree line, 5300–5700’, 10.IX.1987, Campbell and A. Davies, dwarf Salix, Vaccinium, leatherleaf litter (CNC), 3 sex? Mt. Washington, Alpine Garden, 5300’, 12.IX.1987, Campbell and A. Davies, sifting dwarf Betula litter (CNC), 2 sex? White Mts., Glen Boulder Trail, 2500’, 17.VIII.1976, J.M. and B.A. Campbell (CNC) 1 sex? Grafton Co.: 8 mi NW Bartlett Nancy Cascade, 2500’, 9.IX.1987, Sphagnum in mist zone of waterfall, Campbell and A. Davies (CNC) 1 sex? Strafford Co.: Spruce Hole, 3 mi SW Durham, 25.IX–14.X.1987, D.S. Chandler, FIT, 1 male. Wyoming, Bighorn Co.: 42 mi E Greybull, 10.VII.1992, R.M. Reeves, sift conifer 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 | 0.000 |
| 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 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.033 | 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".