Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Leuctra sibleyi Claassen, 1923 Notes This species is commonly referred to as the Brook Needlefly (Stark et al. 2012). The distribution of this species is from most Canadian provinces and USA states east of the Hudson Bay and Mississippi River, respectively (DeWalt et al. 2024). Masteller (1983) reported peak emergence of this species during mid-May from Six-Mile Creek, in Erie County, Pennsylvania. In New York, adults of this species have been reported from mid-April to mid-July (Fig. 13). Reported elevations for L. sibleyi in the state range from 111-821 m asl (Fig. 14). This species is common in New York, with most records to date from the Level III Ecoregions Northeastern Highlands (58), Northern Allegheny Plateau (60), Erie Drift Plain (61), and Eastern Great Lakes Lowlands (83) (Fig. 16 a).
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 it