Bibliographic record
Abstract
Allocapnia minima (Barnston, 1848) Notes Allocapnia minima is commonly referred to as the Boreal Snowfly (Stark et al. 2012). This species is a common inhabitant of the Northern Boreal Forest. Records extend in Canada from the island of Newfoundland west to Ontario and in the USA from Maine west to Minnesota (Ross and Ricker 1971, DeWalt et al. 2024). This species is known to hybridize in localized populations with closely related A. maria (Hanson 1960, Ross and Ricker 1971). Adults of this species are present in New York from mid-February through late May (Fig. 7). This species occupies a wide range of elevations from 6-616 m asl (Fig. 9) and is common and abundant in the Adirondacks and surrounding valleys (Fig. 11 a) and often associated with A. pygmaea in Adirondack rivers (Myers et al. 2011). This species was also recently collected and reared from small headwater Adirondack streams.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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".