Bibliographic record
Abstract
Lasius Fabricius americanus Emery. Alleghany, Amherst, Bland, Caroline, Carroll, Chesapeake, Fairfax, Fauquier, Giles, Gloucester, Halifax, Hanover, Henry, Henrico, Isle of Wight, Mecklenburg, Montgomery, Nelson, Norfolk, Northampton, Patrick, Prince Edward, Prince William, Rockbridge, Rockingham, Scott, Shenandoah, Southampton, Suffolk, Sussex, Virginia Beach, Washington, York (FMNH, MCZ, MMPC, RUIC, USNM, USNPS, VMNH, VPISU). Literature records: Augusta, Fairfax, Giles, Virginia Beach (Cole 1949, Wang et al. 2000, Kjar & Barrows 2004, Kjar 2009, Guenard & Drew 2011, Kjar & Park 2016), “ Virginia ” (Mayr 1886, Peck et al. 1998, Guenard et al. 2012). aphidicola (Walsh). Albemarle, Appomattox, Augusta, Caroline, Chesapeake, Dickenson, Fairfax, Fauquier, Franklin, Giles, Greensville, Halifax, Hanover, Henrico, Henry, Montgomery, Norfolk, Northampton, Prince William, Pulaski, Rockingham, Shenandoah, Suffolk, Sussex, Virginia Beach (FMNH, MCZ, RUIC, USNM, VMNH, VPISU), “ Virginia ” (NMSU). Literature records: Augusta, Fairfax (Wang et al. 2000, Kjar 2009, Kjar & Park 2016), “ Virginia ” (Mayr 1886, Emery 1893, Wheeler 1910c, Peck et al. 1998, Guenard et al. 2012). brevicornis Emery. Arlington, Chesapeake, Chesterfield, Dinwiddie, Floyd, Franklin, Halifax, Isle of Wight, Louisa, Northampton, Pittsylvania, Prince William, Suffolk, Sussex, Wythe (MCZ, USNM, VMNH). Literature records: Giles (Cole 1949), “ Virginia ” (Mayr 1886, Emery 1893, Revis & Waller 2004). claviger (Roger). Albemarle, Appomattox, Augusta, Charles City, Chesapeake, Dinwiddie, Fairfax, Fauquier, Floyd, Frederick, Giles, Hanover, Henry, Henrico, Isle of Wight, Madison, Montgomery, Patrick, Prince William, Pulaski, Roanoke, Rockbridge, Sussex, Tazewell, Virginia Beach, Westmoreland (FMNH, JTLC, MCZ, RUIC, USNM, VMNH, VPISU), “ Virginia ” (INHS). Literature records: Fairfax (Kjar 2009), “ Virginia ” (Mayr 1886, Emery 1893, Wing 1968, Guenard et al. 2012). interjectus Mayr. Campbell, Fairfax, Halifax, Hanover, Henrico, Montgomery, Patrick, Prince George, Rockbridge, Shenandoah, Spotsylvania, Suffolk, Virginia Beach (MCZ, MMPC, VMNH, VPISU), “ Virginia ” (INHS). Literature records: “ Virginia ” (Mayr 1886, Emery 1893, Wing 1968, Guenard et al. 2012). latipes (Walsh). Literature records: “ Virginia ” (Emery 1893). minutus Emery. Literature records: Fairfax (Wilson 1955), “ Virginia ” (Mayr 1886, Smith, D.R. 1979, Coovert 2005, Ellison et al. 2012, Guenard et al. 2012). * murphyi Forel. Fairfax: 38.9011° N, - 77.2656° W, 30.viii.1943, JC Bridwell leg., no determination information available (OSUC: OSUC53970); Patrick: Route 720, S of Blue Ridge Parkway, mile 170, 16.x.1993, K Hedlund leg., K Hedlund det. December 1993 (MCZ: MCZENT557362). nearcticus Wheeler, W.M. Caroline, Fauquier, Franklin, Greene, Rappahannock, Rockingham, Shenandoah (MCZ, USNPS, VMNH). Literature records: Augusta (Wang et al. 2000), “ Virginia ” (Guenard et al. 2012). neoniger Emery. Albemarle, Augusta, Clarke, Dinwiddie, Fairfax, Gloucester, Hanover, Henrico, Henry, Isle of Wight, Montgomery, Northampton, Patrick, Shenandoah, Virginia Beach, Washington, York (FMNH, JTLC, MCZ, MMPC, RUIC, USNM, VMNH, VPISU). Literature records: Fairfax (Wilson 1955), “ Virginia ” (Peck et al. 1998, Guenard et al. 2012). subumbratus Viereck. Literature records: Fairfax (Kjar 2009), “ Virginia ” (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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.091 | 0.040 |
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".