Bibliographic record
Abstract
Camponotus Mayr americanus Mayr. Augusta, Chesterfield, Fairfax, Hanover, Henrico, Louisa, Montgomery, Pittsylvania, Rockbridge, Rockingham, Shenandoah (FMNH, MMPC, RUIC, UCDC, USNM, VMNH, VPISU). Literature records: Augusta (Wang et al. 2000), “ Virginia ” (Guenard et al. 2012). caryae (Fitch). Chesapeake, Henrico (VMNH). Literature records: Giles (Cole 1949). castaneus (Latreille). Albemarle, Bath, Chesapeake, Chesterfield, Dickenson, Fairfax, Franklin, Giles, Gloucester, Goochland, Halifax, Hampton, Hanover, Henrico, Henry, Isle of Wight, Lee, Loudon, Manassas, Mecklenburg, Montgomery, Newport News, Norfolk, Northampton, Nottaway, Powahatan, Portsmouth, Prince Edward, Prince William, Roanoke, Rockbridge, Suffolk, Virginia Beach, Washington, Westmoreland, York (CPMAB, FMNH, RUIC, STDC, UCDC, USNM, VMNH, VPISU). Literature records: Fairfax, Hanover (Wheeler 1910a, Kjar & Barrows 2004, Kjar 2009, Kjar & Park 2016), “ Virginia ” (Mayr 1886, Guenard et al. 2012). chromaiodes Bolton. Albemarle, Augusta, Bedford, Chesterfield, Fairfax, Giles, Goochland, Halifax, Hampton, Hanover, Henrico, Henry, King & Queen, King William, Mecklenburg, Montgomery, Nelson, New Kent, Newport News, Northampton, Powhatan, Prince Edward, Prince William, Roanoke, Rockbridge, Scott, Shenandoah, Virginia Beach, Washington, Westmoreland, York (CPMAB, RUIC, STDC, UCM, USNM, VMNH, VPISU). Literature records: Augusta, Fairfax (Wang et al. 2000, Kjar 2009, Kjar & Park 2016), “ Virginia ” (Guenard et al. 2012). decipiens Emery. Literature records: Giles (Cole 1949), “ Virginia ” (Creighton 1950). discolor (Buckley). Literature records: “ Virginia ” (Mayr 1886). * herculeanus (Linnaeus). Giles: Mountain Lake, 13.iv.1952, WR Nutting leg., no determination information available (UAIC: UAIC1027498); Highland: Locust Springs area, Buck Run Trail, 38.58° N, - 79.63° W, 1100 m, 30.iv.2017, CW Harden leg., at night (VMNH). nearcticus Emery. Albemarle, Caroline, Chesapeake, Fairfax, Halifax, Hanover, Henrico, Madison, Mecklenburg, Montgomery, Newport News, Northampton, Prince William, Rockingham, Scott, Shenandoah, Smyth, Southampton, Suffolk (FMNH, MCZ, MMPC, UCM, USNM, USNPS, VMNH, VPISU). Literature records: Augusta, Fairfax, Virginia Beach (Wang et al. 2000, Kjar & Barrows 2004, Kjar 2009, Guenard & Drew 2011, Kjar & Park 2016), “ Virginia ” (Guenard et al. 2012). novaeboracensis (Fitch). Montgomery (RUIC). Literature records: “ Virginia ” (Gregg 1963, Smith, D.R. 1979, Coovert 2005). pennsylvanicus (De Geer). Accomack, Albemarle, Alleghany, Amherst, Augusta, Bath, Bedford, Caroline, Carroll, Chesapeake, Chesterfield, Culpeper, Dickenson, Fairfax, Fauquier, Floyd, Franklin, Frederick, Giles, Goochland, Hanover, Henrico, Henry, Isle of Wight, Lee, Madison, Mecklenburg, Montgomery, Nelson, Newport News, Northampton, Nottaway, Orange, Patrick, Prince Edward, Prince George, Pulaski, Roanoke, Rockbridge, Rockingham, Shenandoah, Southampton, Spotsylvania, Virginia Beach, Warren, Washington, Westmoreland, Wythe (CPMAB, FMNH, JTLC, MCZ, MMPC, RUIC, STDC, UCDC, UCM, USNM, VMNH, VPISU). Literature records: Augusta, Fairfax, Giles, Hanover, Virginia Beach (Wheeler 1910a, Cole 1949, Kjar & Barrows 2004, Kjar 2009, Wang et al. 2000, Guenard & Drew 2011, Kjar & Park 2016), “ Virginia ” (Peck et al. 1998, Revis & Waller 2004, Guenard et al. 2012). snellingi Bolton. Albemarle, Hanover, Newport News, Northampton, Page (VMNH, VPISU). Literature records: Virginia Beach (Guenard & Drew 2011), “ Virginia ” (Guenard et al. 2012). subbarbatus Emery. Fairfax, Halifax, Henrico, Henry, Montgomery, Roanoke, Rockingham, Shenandoah (MMPC, RUIC, USNM, USNPS, VMNH, VPISU), “ Virginia ” (FMNH, MSNG). Literature records: Augusta, Fairfax (Wang et al. 2000, Kjar & Barrows 2004, Kjar 2009), “ Virginia ” (Emery 1893, Wheeler 1910a, 1910b, 1917, Creighton 1950, Lynch 1987, Guenard et al. 2012).
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 | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.034 | 0.009 |
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".