Bibliographic record
Abstract
A dataset containing 43867 species occurrences available in GBIF matching the query: { "TaxonKey" : [ "is one of (Acanthametropus pecatonica (Burks, 1953), Baetis tricaudatus Dodds, 1923, Baetisca laurentina McDunnough, 1932, Baetisca obesa (Say, 1839), Camelobaetidius waltzi McCafferty, 1994, Centroptilum album McDunnough, 1926, Centroptilum bifurcatum McDunnough, 1924, Cercobrachys winnebago Sun & McCafferty, 2008, Choroterpes basalis (Banks, 1900), Cloeon cognatum Stephens, 1835, Cloeon dipterum (Linnaeus, 1761), Dannella lita (Burks, 1949), Dannella simplex (McDunnough, 1925), Ephemerella dorothea Needham, 1908, Ephemerella excrucians Walsh, 1862, Ephemerella invaria (Walker, 1853), Ephemerella needhami McDunnough, 1925, Eurylophella funeralis (McDunnough, 1925), Eurylophella lutulenta (Clemens, 1913), Eurylophella temporalis (McDunnough, 1924), Habrophlebiodes americana (Banks, 1903), Heptagenia patoka Burks, 1946, Hexagenia atrocaudata McDunnough, 1924, Hexagenia rigida McDunnough, 1924, Homoeoneuria ammophila (Spieth, 1938), Isonychia arida Say, 1839, Isonychia sayi Burks, 1953, Maccaffertium pudicum (Hagen, 1861), Macdunnoa persimplex (McDunnough, 1929), Paraleptophlebia moerens (McDunnough, 1924), Paraleptophlebia ontario (McDunnough, 1926), Paraleptophlebia sticta Burks, 1953, Pentagenia vittigera Walsh, 1862, Plauditus veteris (McDunnough, 1924), Procloeon viridoculare (Berner, 1940), Procloeon mendax (Walsh, 1862), Procloeon quaesitum (McDunnough, 1931), Procloeon simplex (McDunnough, 1923), Pseudiron centralis McDunnough, 1931, Raptoheptagenia cruentata (Walsh, 1863), Rhithrogena manifesta Eaton, 1885, Serratella frisoni (McDunnough, 1927), Siphlonurus marshalli Traver, 1934, Siphloplecton interlineatum (Walsh, 1863), Sparbarus lacustris (Needham, 1918), Spinadis simplex (Walsh, 1863), Stenacron candidum (Traver, 1935), Stenacron gildersleevei (Traver, 1935), Stenacron minnetonka (Daggy, 1945), Teloganopsis deficiens (Morgan, 1911), Tortopus primus (McDunnough, 1924))" ] } The dataset includes 43867 records from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046258-200221144449610/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 | 0.003 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.373 | 0.463 |
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".