Bibliographic record
Abstract
A dataset containing 6054 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Balcanocerus crataegi (Van Duzee, 1890), Ossiannilssonola phryne (McAtee, 1926), Erythridula crataegi (Johnson, 1935), Balcanocerus chisosus (DeLong & Caldwell, 1937), Balcanocerus fitchi (Van Duzee, 1909), Balcanocerus sasakii (Ishihara, 1956), Frutioidia sanguinosa (Rey, 1891), Platymetopius major (Kirschbaum, 1868), Ossiannilssonola duplicata (McAtee, 1926), Blastodacna atra (Haworth, 1828), Matsumurasca chelata (DeLong & Davidson, 1936), Rhopobota dietziana (Kearfott, 1907), Balcanocerus spinosus (Freytag, 1962), Neoalosterna rubida (LeConte, 1873), Erythridula bitincta (McAtee, 1926), Heliria scalaris Fairmaire, Phenacoccus dearnessi King, 1901, Fixsenia ontario (Edwards, 1868), Chionodes chrysopyla (Keifer, 1935), Erythmelus klopomor S.Triapitsyn, 2007, Gastrancistrus viridis Walker, 1834, Aprostocetus lysippe (Walker, 1839), Mesopolobus trjapitzini Dzhanokmen, 1982, Torymus anthobiae Ruschka, 1921, Metaphycus pappus (Walker, 1838), Chrysocharis nitidifrons Graham, 1963, Microterys duplicatus (Nees, 1834), Megastigmus formosus Milliron, 1949, Zagella flavipes (Girault, 1905), Trichomasthus adjutabilis (Howard, 1881), Rhaphitelus ladenbergii (Ratzeburg, 1844), Eurytoma iranica Zerova, 2004, Neoerysiphe cumminsiana (U.Braun) U.Braun, Dalmannia pacifica Banks, 1916, Acmaeodera acuta LeConte, 1860, Ophiomyia beckeri (Hendel, 1923), Ophiomyia pulicaria (Meigen, 1830), Olibrus pygmaeus (Sturm, 1807), Taeniothrips eucharii (Whetzel, 1923), Uromyces transversalis (Thüm.) G.Winter, Stromatinia gladioli (Drayton) Whetzel, Dysaphis tulipae (Boyer de Fonscolombe, 1841), Botrytis croci Cooke & Massee, Septoria gladioli Pass., Oecophyllodes bipunctatus Schwartz & Cassis, 2003, Amphicallia pactolicus Butler, 1888, Amphicallia bellatrix solai Druce, 1907, Crotalaria rotundifolia J.F.Gmel., Austroagallia robusta Sawai Singh & Gill, 1973, Achaea indeterminata Walker, 1865)", "HasCoordinate is true", "HasGeospatialIssue is false" ] } The dataset includes 6054 records from 270 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001433-250525065834625/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 | 0.005 |
| 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) | 0.386 | 0.468 |
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".