Bibliographic record
Abstract
136. Cordalia obscura (Gravenhorst) † (Illustrations in Hoebeke 1985, Klimaszewski et al. 2018), Table 1 References. Gravenhorst 1802. Muona 1984. Hoebeke 1985. Majka and Klimaszewski 2008. Klimaszewski et al. 2010, 2018, 2020. Webster et al. 2012. Distribution. Palearctic, adventive in North America. Canada: BC, NB, NS, ON, QC. USA: CA, CO, CT, IL, MA, MD, MI, NH, NJ, NY, OH, PA, WA. Collection and Habitat data. In NH captured under beach wrack, in grass clippings, and in compost. In Canada found in forested and anthropogenic habitats such as decaying, moldy corncobs and cornhusks near a mixed forest, and in compost in mixed forests (Webster et al. 2012, Klimaszewski et al. 2018). Material. USA, New Hampshire, Rockingham Co.: Odiorne Point St. Park, 15.VI.1982, under beach wrack, 1 sex?; 8.IX.1986, D.S. Chandler, sift old wrack, 1 sex? Strafford Co.: 3 mi SE Dover, 29.IX.1986, D.S. Chandler, sift grass clippings, 4 sex? Ohio, Cuyahoga Co.: Cleveland, near Newburgh Hts., 23.V.1987, D.S. Chandler, sift compost, 1 sex?
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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 | 0.005 | 0.002 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.092 | 0.041 |
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".