Bibliographic record
Abstract
Sternidius alpha (Say, 1826) Lamia alpha Say, 1827: 270. Type locality — Syntypes: United States, Pennsylvania, Northwestern Territory (destroyed). Amniscus alpha var. divergens Haldeman, 1847: 48. Type locality— Holotype: United States, Pennsylvania (MCZN). Leptostylus lateralis Melsheimer, 1853: 108 (cat.). Type locality— Holotype: United States, Pennsylvania (MCZN). Liopus cinereus LeConte, 1852: 173. Type locality— Syntypes: United States, Georgia (MCZN). Liopus xanthoxyli Shimer, 1868: without page. Type locality— Holotype: United States, Illinois: Mount Carroll (USNM). Liopus alpha var. floridanus Hamilton, 1896: 125. Type locality— Lectotype: United States, Florida: Biscayne Key (USNM). Leiopus dentatus Casey, 1913: 312. Type locality— Holotype female: United States, Illinois (USNM). Leiopus testaceus Casey, 1913: 311. Type locality— Holotype female: United States, Diatrict of Columbia (USNM). Leiopus scapalis Casey, 1913: 312. Type locality— Holotype female: United States, Indiana (USNM). Leiopus pleuralis Casey, 1913: 312. Type locality— Lectotype; United States, District of Columbia (USNM). Leiopus timidus Casey, 1913: 313. Type locality— Holotype female: United States, Pennsylvania (USNM). Leiopus obscurellus Casey, 1913: 313. Type locality— Holotype female: United States, New York: Lake Champlain, Bluff Point (USNM). Leiopus nelsonicus Casey, 1924: 291. Type locality— Holotype female: United States, Virginia, Nelson County (USNM). Sternidius alpha coloradensis Dillon, 1956b: 216. Type locality— Holotype male: United States, Colorado: Colorado Springs (CASC). Sternidius alpha nigricans Dillon, 1956b: 218. Type locality— Holotype female: United States, New Mexico: Tajique (SEMK) Sternidius suturalis Dillon, 1956b: 218. Type locality— Holotype male: United States, Texas: Rockdale (TAMU). Distribution— United States (California, Arizona, Idaho, Colorado, to eastern seaboard, south to Florida), Canada (southern Quebec to the Lake of the Woods area in northwestern Ontario).
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 | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.032 | 0.016 |
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".