Bibliographic record
Abstract
Isoperla dicala Frison, 1942 Notes This species is commonly referred to as the Sable Stripetail (Stark et al. 2012). Isoperla dicala is distributed extensively across eastern North America, reported from most Canadian Provinces and USA states both east and immediately west of Hudson Bay and the Mississippi River southward along the appalachians to South Carolina (Szczytko and Kondratieff 2015, Verdone et al. 2023, DeWalt et al. 2024). Harper and Pilon (1970) documented emergence of I. dicala in late June from Ontario. In Virginia, adults were collected from late May to early July using a black light trap (Kondratieff and Despins 1983). In New York, adults of I. dicala have been reported from early May to early August (Fig. 38) from elevations ranging from 53-512 m asl (Fig. 39). This species was collected frequently from larger streams and rivers in Level III Ecoregions Northeastern Highlands (58) and Eastern Great Lakes Lowlands (83), and likely has a broader distribution than current collections indicate (Fig. 41 c).
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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 | 0.002 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.011 | 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".