Bibliographic record
Abstract
Soyedina washingtoni (Claassen, 1923) Notes Soyedina washingtoni is commonly known as the Vernal Forestfly (Stark et al. 2012). This species has been reported from the Canadian Maritime Provinces southwest to West Virginia (DeWalt et al. 2024, Grubbs and Baumann 2023). No life history or ecological information is available regarding this species. Adult collection dates for S. washingtoni in the state range from mid-March through early May (Fig. 18). In New York, this species was collected at higher elevations (234-536 m asl; Fig. 19) from springs and seeps in Level IV Ecoregions Taconic Mountains (58 a), Taconic Foothills (58 x), Catskill High Peaks (58 y), Adirondack High Peaks (58 z), 58 ac Eastern Adirondack Foothills (58 ac), and Central Adirondacks (58 ad) (Fig. 21 d).
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 | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.014 | 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".