Bibliographic record
Abstract
Temnothorax Mayr ambiguus (Emery). Literature records: “ Virginia ” (Smith, D.R. 1979, Lynch 1987, Coovert 2005, Ellison et al. 2012). americanus (Emery). Highland, York (VMNH). Literature records: Arlington, Warren (Smith, M.R. 1939, Longepier et al. 2014), “ Virginia ” (Creighton 1950, Guenard et al. 2012). curvispinosus (Mayr). Alleghany, Appomattox, Augusta, Caroline, Charles City, Chesapeake, Fairfax, Fauquier, Franklin, Frederick, Giles, Halifax, Hanover, Henrico, Henry, Isle of Wight, Mecklenburg, Northampton, Prince Edward, Prince William, Rockingham, Scott, Shenandoah, Suffolk, Sussex, Virginia Beach, York (MMPC, USNM, USNPS, VMNH), “ Virginia ” (BMNH). Literature records: Augusta, Clarke, Fairfax, Giles, Virginia Beach (Cole 1949, Wang et al. 2000, Kjar & Barrows 2004, Kjar 2009, Guenard & Drew 2011, Longepier et al. 2014, Kjar & Park 2016, Booher et al. 2017), “ Virginia ” (Mayr 1886, Emery 1895, Wheeler 1903b, Mackay 2000, Guenard et al. 2012). longispinosus (Roger). Alleghany, Chesapeake, Craig, Fairfax, Fauquier, Franklin, Highland, Madison, Patrick, Rockingham, Scott, Shenandoah, Wythe (JTLC, MCZ, MMPC, RUIC, USNM, USNPS, VMNH). Literature records: Augusta, Clarke, Giles (Cole 1949, Wang et al. 2000, Booher et al. 2017), “ Virginia ” (Mayr 1886, Emery 1895, Wheeler 1903b, Mackay 2000, Guenard et al. 2012). * minutissimus (Smith, M.R.). Virginia: 3.v.1885 (USNM). pergandei (Emery). Chesterfield, Fairfax, Franklin, Halifax, Henry, Mecklenburg, Montgomery, Northampton, Prince William, Scott, Suffolk (FMNH, JTLC, MCZ, RUIC, VMNH). Literature records: Fairfax (Mackay 1993b), “ Virginia ” (Peck et al. 1998, Guenard et al. 2012). schaumii (Roger). Caroline, Fairfax, Henry, Northampton (FMNH, USNM, VMNH). Literature records: Augusta, Isle of Wight (Wang et al. 2000, Waller 2003), “ Virginia ” (Mackay 2000, Guenard et al. 2012). texanus (Wheeler, W.M.). Literature records: “ Virginia ” (Mackay 2000). tuscaloosae (Wilson). Chesapeake, Isle of Wight, Suffolk, Sussex, York (VMNH). Literature records: “ Virginia ” (Guenard et al. 2012). To our knowledge, the collection locality at Indian Field Creek (York Co.) represents the northernmost known record of this species.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.020 | 0.007 |
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".