Bibliographic record
Abstract
Isoperla frisoni Illies, 1966 Notes Isoperla frisoni is commonly referred to as the Wisconsin Stripetail (Stark et al. 2012). This is a widspread species reported in Canada from Nova Scotia west to Manitoba. In the USA it occurs from Maine west across the Laurentian Great Lakes region to Minnesota, plus south mainly along the Appalachian Mountains to Georgia (Szczytko and Kondratieff 2015, DeWalt et al. 2024). Harper and Magnin (1969) suggested a univoltine-slow life cycle for a population from Quebec, with adults present from late May to early July. In New York, adults of I. frisoni have been collected between late May through early August (Fig. 38) at elevations ranging from 134-548 m asl (Fig. 39) from larger rivers and streams from Level IV Ecoregions Acid Sensitive Adirondacks (58 aa), Eastern Adirondack Foothills (58 ac), Central Adirondacks (58 ad), Champlain Lowlands (83 b), St. Lawrence Lowlands (83 d), Upper St. Lawrence Valley (83 e), and Mohawk Valley (83 f) (Fig. 41 e).
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 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".