Cutthroat Trout: Evolutionary Biology and Taxonomy
Bibliographic record
Abstract
Abstract.—The fossil record of Cutthroat Trout Oncorhynchus clarkii enables us to see them as ancient fish adapted to mountain streams and lakes, with resilience to dramatic geologic and climatic changes over time scales of thousands to millions of years. Their natural habitat is in the Rocky Mountains and Great Basin of the United States and Canada, usually inland of their sisters, Rainbow Trout O. mykiss and Redband Trout. Earliest records of the lineage are from near the California–Nevada line in the 16-to-3-million-year-old tectonic trough between the Sierra Nevada and the Great Basin that predates the uplift of the Sierras. The first known member of the lineage is the Truckee Trout O. belli, 10 million years ago. This ancestral Cutthroat Trout and its eight known fossil descendants lived in lakes and tributaries in the trough between the Sierra Nevada and the Great Basin, from The Miocene Esmeralda Formation north to Pleistocene Honey Lake. These already possessed diagnostic Cutthroat Trout traits such as an abbreviated preopercle, deep subopercle, and A-shaped dermethmoid (bone on the snout), which differentiate them from chars and other salmonids. Five Pleistocene relatives have been found above 1,400 m in the Bonneville basin and four others have been found from 1,800 to 2,700 m in Colorado and Wyoming. Throughout their fossil history, Cutthroat Trout are not known to have coexisted with Rainbow Trout or Redband Trout, apparently being susceptible to genetic mixing and competitive elimination, although there is limited sympatry in northern coastal streams today. The other major threat to their persistence is habitat loss from anthropogenic dams, water withdrawal for agriculture, overgrazing, and deforestation, which disrupt natural dispersal within metapopulations and risks local extirpation. Maintenance of natural habitat, including historical immigration routes among populations, would contribute more to long-term survival of Cutthroat Trout than providing minimal habitat reserves.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 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".