Bibliographic record
Abstract
Allocapnia rickeri Frison, 1942 Notes Allocapnia rickeri is commonly known as the Midwest Snowfly (Stark et al. 2012). This widespread species is known from Quebec and Ontario south to Georgia, Alabama, and Mississippi, southwest to Kansas and Oklahoma, and west to Minnesota. This species is common throughout its range, especially in the Midwestern USA (Ross and Ricker 1971, DeWalt et al. 2024). Historical and recent collections of adults have occurred in the state from mid-February through mid-April (Fig. 7). In New York, records are available at elevations ranging from 6 to 464 m asl (Fig. 9), from streams in Level IV Ecoregions Glaciated Low Allegheny Plateau (60 a), Finger Lakes Uplands and Gorges (60 d), Glaciated Allegheny Hills (60 e), Cattaraugus Hills (60 f), Low Lime Drift Plain (61 c), Hackensack Meadowlands (64 g), and Erie / Ontario Lake Plain (83 a) (Fig. 12 a).
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.011 | 0.003 |
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".