Bibliographic record
Abstract
Leuctra ferruginea (Walker, 1852) is widespread in the eastern United States and Atlantic Canada (Harrison & Stark 2010). The only southeastern state from which this species had yet to be reported was Georgia. This species was collected from several locations in the Blue Ridge and Piedmont Plateau physiographic provinces of Georgia. Material examined. Georgia, Dawson Co., Little Amicalola Creek, Amicalola Falls State Park, N 34.57233, W 84.24107, 9 February 2017, C. Verdone, B. Kondratieff, 3♂, 4♀ (CSUC); Fannin Co., [Hemptown Creek], 6 miles east of Morgantown, Rt. 76, [N 34.88985, W 84.19029], 30 January 1963, L.J. Stannard, W.S. Brooks, ♂ (INHS); Fulton Co., Fort McPherson, [N 33.7077, W 84.43565], 24 June 1943, H. Hoogstraal, ♂ (INHS); Gilmer Co., Tails Creek, no location, 3 January 2013, C. Belcher ♂, ♀ (CSUC); Habersham Co., Tallulah River, Tallulah Falls, [N 34.73056, W 83.39444], 10 May 1944, T. H. Frison, H. H. Ross, ♂ (INHS); Lumpkin Co., Frogtown Creek, Hwy 19, Desoto Falls Rec. Area, N 34.70649, W 83.91634, 10 February 2017, C. Verdone, B. Kondratieff, 3♂, 4♀ (CSUC); Rabun Co, Lake Burton, [N 34.79389, W 83.54056], 22 June 1940, H. H. Hobbs, ♂, 2♀ (INHS); Union Co., Wolf Creek, Vogel State Park at Burnette Branch, N 34.76311, W 83.92679, 10 February 2017, C. Verdone, B. Kondratieff, ♂, 2♀ (CSUC).
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 | 0.000 |
| Science and technology studies | 0.002 | 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) | 0.023 | 0.006 |
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".