Bibliographic record
Abstract
Isoperla slossonae (Banks, 1911) Notes This species is currently known as the Colorful Stripetail (Stark et al. 2012) and has been recorded in Canada from Quebec and the Canadian Maritime Provinces south in the USA to North Carolina and from Michigan west to Minnesota and Iowa (Szczytko and Kondratieff 2015, DeWalt et al. 2024). Hilsenhoff and Billmyer (1973) reported a univoltine life cycle for this species in small to medium-sized streams in Wisconsin. We report adult collection dates in New York for I. slossonae from mid-April to late June (Fig. 38). Although this species was not reported from New York by Szczytko and Kondratieff (2015), we have confirmed records at low elevations ranging from 3-169 m asl (Fig. 39) from streams and rivers in Level IV Ecoregions Taconic Foothills (58 x), Adirondack High Peaks (58 z), Eastern Adirondack Foothills (58 ac), Central Adirondacks (58 ad), and Cape Cod / Long Island (84 a) (Fig. 43 f).
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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 | 0.000 |
| 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) | 0.009 | 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".