Bibliographic record
Abstract
191. Zyras obliquus (Casey) (Illustrations in Klimaszewski et al. 2018), Table 1 References. Casey 1893. Seevers 1978 (as synonym of Z. haworthi (Stephens, 1832)). Klimaszewski and Peck 1986. Klimaszewski and Winchester 2002a (as Z. pseudohaworthi Klimaszewski). Klimaszewski et al. 2005b, 2009a, 2016, 2018, 2020, 2021. Webster et al. 2009. Majka and Klimaszewski 2010. Distribution. Nearctic, recorded from A/S (Klimaszewski et al. 2021). Canada: AB, BC, LB, MB, NB, NF, NS, ON, QC, SK. USA: MI, MO, NH, NY, OR. Collection and Habitat data. In NH reported from Mt. Washington in July. In Canada (BC) adults taken from various traps in 3–5-year-old post-harvest Douglas fir forest, in transition zone of Sitka spruce forest, in mixed Populus / Salix / Alnus and Pinus banksiana forests, under red oak in red oak forest (Klimaszewski and Winchester 2002a, Webster at al. 2009, Klimaszewski et al. 2018). Material. USA, New Hampshire, Coos Co.: Mt. Washington summit, 29.VII.1957, Becker, Munroe & Mason (1, CNCI, Klimaszewski et al. 2005b). Oregon, Lane Co.: H.J. Andrews Exp. Forest, nr clearcut 502, 2000’, 13.V.1983, D.S. Chandler, sift alder litter & rotten wood, 2 sex? Comments. Before 2002 this species was often identified as Z. haworthi in North American collections (Klimaszewski et al. 2018).
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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) | 0.002 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.038 | 0.019 |
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".