Malirekus iroquois Stark & Szczytko 1988
Bibliographic record
Abstract
Malirekus iroquois Stark & Szczytko, 1988 Notes Malirekus iroquois is commonly referred to as the Iroquois Springfly (Stark et al. 2012). This species has been reported in Canada from Nova Scotia west to Canada and in the USA from New Hampshire and Vermont southwest to Maryland and Ohio (Kondratieff 2004, DeWalt et al. 2024). No detailed ecological studies have been conducted on M. iroquois, although Huryn and Wallace (1987) reported a univoltine-slow life cycle for closely related M. hastatus (Banks, 1920) in North Carolina. Our collections from New York indicate a flight period extending from late April through mid-August (Fig. 38). This species has been found in small rocky streams and rheocrenes at elevations ranging from 99-1620 m asl (Fig. 39) and is widely distributed across upland areas of the state (Fig. 44 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) | 0.000 | 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) | 0.008 | 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".