Bibliographic record
Abstract
Isoperla montana (Banks, 1898) Notes Isoperla montana is currently known as the Montane Stripetail (Stark et al. 2012). This species has been reported from Nova Scotia west to Ontario, Minnesota, and Indiana, and southeast along the Appalachian Mountains to Virginia (Szczytko and Kondratieff 2015, Verdone and Kondratieff 2017, DeWalt et al. 2024). Harper et al. (1991 b) found that larvae of I. montana displayed a univoltine-slow life cycle in Quebec. In their study, early instar larvae first appeared in June and July directly following the emergence of adults in May. In New York, the adult flight period extends from late March through late July (Fig. 38). Isoperla montana has been reported from elevations ranging from 3-544 m asl (Fig. 39) and appears to be widely distributed across the state (Fig. 42 e).
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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 | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 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".