Population and Habitat Characteristics of the Pugnose Shiner, Notropis anogenus, in Four Bays of Lake Ontario and the St. Lawrence River, New York
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
The goal of our project was to better understand taxa (fish, submerged aquatic vegetationSAV) and physicochemical factors (PCF) associated with the pugnose shiner Notropis anogenus \nin three bays of Lake Ontario (Sodus) and the St. Lawrence River (Chippewa, Goose) and, using \nthis information, to assess the suitability of an unoccupied bay (Chaumont, Lake Ontario) for \nestablishing a new population by stocking. Our specific objectives were to 1) collect data on the \nfish communities, SAV, substrate composition and PCF in the four bays, 2) determine population \nand habitat characteristics of extant N. anogenus in Chippewa, Goose and Sodus Bays, and 3) \ndetermine fish, SAV and PCF characteristics in Chaumont Bay then compare them to actual N. \nanogenus habitat in Chippewa, Goose and Sodus Bays.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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