Pirate Perch records from New York’s Great Lakes watersheds, historical to 2022
Bibliographic record
Abstract
The Pirate Perch (Aphredoderus sayanus) has two subspecies based on morphology. A. s. sayanus is found in Atlantic drainages from Long Island, NY to the Satilla River, GA, and A. s. gibbosus is found in Gulf of Mexico and Great Lakes drainages (Burr and Warren 2020). It is of interest to this assessment because it is recommended to be classified as Threatened in NY (https://www.dec.ny.gov/animals/7494.html). It is an unusual and well-studied species in the southern and midwestern parts of its range where it lives in small sluggish streams and lowland marshes with soft bottoms where woody debris is available for cover and daytime shelter; spawning is known in streams with undercut banks and root wads (Burr and Warren 2020). It is a rare relict in northern New York at the eastern end of its Great Lakes range (Smith 1985). It was never abundant in its historic waters of northern New York, and it seems to have a last refuge exclusive to bays of Lake Ontario in the eastern half of its former self.
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 | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".