Bibliographic record
Abstract
Isoperla transmarina (Newman, 1838) Notes Isoperla transmarina is commonly referred to as the Boreal Stripetail (Stark et al. 2012). This species is distributed in Canada from Newfoundland-Labrador west to British Columbia. In the USA, I. transmarina has been reported from Maine across the Laurentian Great Lakes region to Colorado and south to North Carolina (Szczytko and Kondratieff 2015, DeWalt et al. 2024). Harper et al. (1991 b) reported a univoltine-slow life cycle for this species in Quebec. Eggs hatched directly with larvae first appearing in June and July, followed by a two-week adult emergence beginning in mid-May. We report an adult flight period for I. transmarina in New York that extends from mid-March through late July (Fig. 38). Reported elevations for this species in the state range from 119-548 m asl (Fig. 39) with records primarily from larger streams and rivers in Level III Ecoregions Northeastern Highlands (58) and Eastern Great Lakes Lowlands (83) (Fig. 44 a).
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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 | 0.002 |
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".