Bibliographic record
Abstract
Sweltsa onkos (Ricker, 1936) Notes Sweltsa onkos is commonly known as the Ontario Sallfly (Stark et al. 2012). The distribution of this species extends from across southeastern Canada south to North Carolina (Surdick 2004, Kondratieff and Kirchner 2009, DeWalt et al. 2024). Museum specimens and both published and unpublished reports of S. onkos from unglaciated sections of several USA states (e. g., Alabama, Kentucky, and Tennessee) likely refer to S. hoffmani. Sweltsa onkos is one of the most abundant species in New York. Previous life history studies of S. onkos have indicated a slow two-year life cycle with most growth occurring in the second year (Harper 1973 b, Harper et al. 1991 b). Harper and Pilon (1970) reported the emergence of this species from late May to early July in Quebec. Adults have been collected in New York from mid-May through early August (Fig. 26) from a wide range of elevations from 104-1623 m asl (Fig. 27) and numerous locations across the state (Fig. 30 c).
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| 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".