Bibliographic record
Abstract
Isoperla cotta Ricker, 1952 Notes Isoperla cotta is commonly known as the Ontario Stripetail (Stark et al. 2012). This species is distributed from the Canadian Maritime Provinces west across the Laurentian Great Lakes region to Wisconsin and further south in the USA with disjunct records from West Virginia and Virginia (Szczytko and Kondratieff 2015, DeWalt et al. 2024). Hilsenhoff and Billmyer (1973) recorded this species from small to medium sized streams in Wisconsin. Harper (1973 b) reported a univoltine-slow life cycle with emergence from to mid-June to early July from southern Ontario. In New York, adults of I. cotta were collected from early April to mid-July (Fig. 38). We have found this species from a wide range of stream sizes ranging in elevation from 107-461 m asl (Fig. 39) from the Level IV Ecoregions Glaciated Reading Prong / Hudson Highlands (58 i), Acid Sensitive Adirondacks (58 aa), Eastern Adirondack Foothills (58 ac), Tug Hill Plateau (58 ae), and Tug Hill Transition (58 af) (Fig. 41 b).
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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) | 0.001 | 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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 0.005 |
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".