Bibliographic record
Abstract
46. Atheta (Atheta) graminicola (Gravenhorst) * (Illustrations in Klimaszewski et al. 2018), Table 1 References. Gravenhorst 1806. Lohse and Smetana 1985. Lohse et al. 1990. Gusarov 2003. Webster et al. 2009. Klimaszewski et al. 2011, 2015a, 2021. Brunke et al. 2021. Distribution. Holarctic, transcontinental in Canada, listed as A/S (Klimaszewski et al. 2021). Canada: AB, BC, LB, MB, NB, NF, NT, ON, QC, SK, YT. USA: AK, NH, OR. Collection and Habitat data. In NH captured in alder and grass leaf litter in a boreal forest, and above tree line in dwarf Salix, Vaccinium, and leatherleaf litter. Collected only in September. In Canada found in various wetland habitats: Carex marsh in emergent vegetation (treading, very common), splashing exposed bedrock next to waterfalls among cobblestones, gravel, and sand, on gravel bar near outflow of brook into a river, in hardwood forest in moist leaves on vernal pond margin, upper margin of sea beach in drift material (mostly grass litter), and two individuals were collected with an aerial net in late afternoon when snow was still present in shaded areas of the woods (Webster et al. 2009). In QC found in leaf litter next to stream; in Salix litter at two localities in the YT; and in NL taken by a flight intercept trap in a mixed forest (Klimaszewski et al. 2018). Material. USA, New Hampshire, Coos Co.: Beaver Brook Falls, 3 mi NE Colebrook, 27.IX.1986, D.S. Chandler, sift alder and grass leaf litter, 1 female. Mt. Washington, above tree line, 5300–5700’, 10.IX.1987, J.M. Campbell and A. Davies, dwarf Salix, Vaccinium, leatherleaf litter (CNC), 1 male, 1 female, 1 sex? Mt. Washington, Alpine Garden, 5300’, 12.IX.1987, J.M. Campbell and A. Davies, sifting dwarf Salix litter (CNC), 4 males, 2 females, 1 sex?
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.029 | 0.015 |
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".