Bibliographic record
Abstract
A dataset containing 525084 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Baione fontinalis (Mitchill, 1814), Fario gairdneri (Richardson, 1836), Onchorhynchus mykiss (Walbaum, 1792), Onchorrhychus mykiss (Walbaum, 1792), Onchorynchus mykiss (Walbaum, 1792), Oncorhynchus chouicha Jordan & Gilbert, 1883, Oncorhynchus cooperi (Suckley, 1861), Oncorhynchus gairdnerii (Richardson, 1836), Oncorhynchus kamloops Jordan, 1892, Oncorhynchus kisatch (Walbaum, 1792), Oncorhynchus kisutch (Walbaum, 1792), Oncorhynchus kisutsh (Walbaum, 1792), Oncorhynchus milktschutsch (Walbaum, 1792), Oncorhynchus mykiss (Walbaum, 1792), Oncorhynchus mykiss nelsoni (Evermann, 1908), Oncorhynchus myskis (Walbaum, 1792), Oncorhynchus tschawytscha (Walbaum, 1792), Oncorhynchus tshawytscha (Walbaum, 1792), Oncorhynchus tshawytsha (Walbaum, 1792), Parasalmo mykiss (Walbaum, 1792), Parasalmo penshinensis (Pallas, 1814), Salmo canadensis Griffith & Smith, 1834, Salmo cooperi Suckley, 1861, Salmo fontinalis Mitchill, 1814, Salmo gairdneri Richardson, 1836, Salmo gairdneri gairdneri, Salmo gairdneri irideus Gibbons, 1855, Salmo gairdneri kamloops (Jordan, 1892), Salmo gairdneri shasta Jordan, 1894, Salmo gairdneri var. gilberti Jordan, 1894, Salmo gairdnerii Richardson, 1836, Salmo gairdnerii gairdnerii, Salmo gairdnerii irideus Gibbons, 1855, Salmo gairdneri var. gilberti Jordan, 1894, Salmo gilberti Jordan, 1894, Salmo hisatch Walbaum, 1792, Salmo hisutch Walbaum, 1792, Salmo hudsonicus Suckley, 1861, Salmo iridea Gibbons, 1855, Salmo irideus Gibbons, 1855, Salmo irideus argentatus Bajkov, 1927, Salmo irideux Gibbons, 1855, Salmo kamloops (Jordan, 1892), Salmo kamloops whitehousei Dymond, 1931, Salmo kisatch Walbaum, 1792, Salmo kisutch Walbaum, 1792, Salmo leucomaenis Pallas, 1814, Salmo masoni Suckley, 1860, Salmo milktschutsch Walbaum, 1792, Salmo mykiss Walbaum, 1792, Salmo nelsoni Evermann, 1908, Salmo penshinensis Pallas, 1814, Salmo pluvius Hilgendorf, 1876, Salmo purpuratus Pallas, 1814, Salmo quinnat Richardson, 1836, Salmo richardi Suckley, 1861, Salmo richardii Suckley, 1861, Salmo rivularis kamloops (Jordan, 1892), Salmo truncatus Suckley, 1859, Salmo tschawytscha Walbaum, 1792, Salmo tshawytscha Walbaum, 1792, Salmo tsuppitch Richardson, 1836, Salmo warreni Suckley, 1861, Salmo gairdnerii Richardson, 1836, Salvelinus fontinalis (Mitchill, 1814), Salvelinus fontinalis timagamiensis Henn & Rinckenbach, 1925, Salvelinus imbrius Jordan & McGregor, 1925, Salvelinus leucomaenis (Pallas, 1814), Salvelinus leucomaenis imbrius Jordan & McGregor, 1925, Salvelinus leucomaenis leucomaenis, Salvelinus leucomaenis pluvius (Hilgendorf, 1876), Salvelinus leucomanius pluvius (Hilgendorf, 1876), Salvelinus pluvius (Hilgendorf, 1876), Salvelinus timagamiensis Henn & Rinckenbach, 1925, Trutta iridea (Gibbons, 1855))", "HasCoordinate is true", "HasGeospatialIssue is false" ] } The dataset includes 525084 records from 422 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195899-230224095556074/datasets/export for details. Data from some individual datasets included in this download may be licensed under less restrictive terms.
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 | 0.006 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.373 | 0.487 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".