Status of the Longear Sunfish, Lepomis megalotis, in Western New York, USA
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
Widespread throughout the southern and eastern portions of the Mississippi River and \nGreat Lakes drainages, the longear sunfish (Lepomis megalotis) is at the eastern edge of \nits range in western New York and eastern Quebec. Historically, longear sunfish occurred \nin three watersheds (Map 1a), Oneida Lake’s outlet to the Oswego River, tributaries and \nbays of southwestern Lake Ontario (Johnson Creek, Jeddo Creek, Oak Orchard Creek, \nMarsh Creek, Braddock Bay and West Creek), and a tributary of the Niagara River, \nTonawanda Creek. Intensive sampling since 1999 in historical waters shows that longear \nsunfish now have a sustained population in only one area, a 2.3 mi section of Tonawanda \nCreek just upstream from its junction with the Erie Canal; therefore, it is threatened in \nNew York State.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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