Bibliographic record
Abstract
A dataset containing 75191 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Hyptiotes cavatus (Hentz, 1847), Ichthyomyzon fossor Reighard & Cummins, 1916, Imantimyia R.K.Frey, 1925, Ips borealis thomasi Hopping, 1965, Ips woodi T.O.Thatcher, 1965, Isothecium alopecuroides (Lam. ex Dubois) Isov., Iviella reclusa (Gertsch & Ivie, 1936), Jaffueliobryum raui (Austin) Thér., Jaffueliobryum wrightii (Sull.) Thér., Jubula pennsylvanica (Steph.) A.Evans, Juncus bulbosus L., Juniperus communis var. megistocarpa Fernald & H.St.John, Kurzia trichoclados (Müll.Frib.) Grolle, Lachlania saskatchewanensis Ide, 1941, Ladislavella kennicotti (F.C.Baker, 1933), Lampetra richardsoni Vladykov & Follett, 1965, Lasioglossum dashwoodi Gibbs, 2010, Lasioglossum macroprosopum Gibbs, 2010, Lasioglossum nelumbonis (Robertson, 1890), Lasioglossum sedi (Sandhouse, 1924), Lathyrus lanszwertii Kellogg, Lebia analis Dejean, 1825, Lechea pulchella Raf., Lechea pulchella var. moniliformis (E.P.Bicknell ex Britton) Mohlenbr., Lednia tumana (Ricker, 1952), Lepidanthrax oribates Hall, 1976, Leptothorax sphagnicola Francoeur, 1986, Leucobryum albidum (Brid. ex P.Beauv.) Lindb., Leucodon julaceus (Hedw.) Sull., Leucoraja ocellata (Mitchill, 1815), Leucoraja ocellata (Mitchill, 1815), Leuctra baddecka Ricker, 1965, Lewisia columbiana var. columbiana, Liatris aspera Michx., Liatris spicata var. spicata, Linum lewisii var. lepagei (B.Boivin) C.M.Rogers, Litaneutria minor Scudder, 1872, Lithobates pipiens (Schreber, 1782), Lon zabulon (Boisduval & Le Conte, 1829), Lophozia debiliformis R.M.Schust. & Damsh., Lordithon axillaris (Gravenhorst, 1806), Lordithon campbelli Schülke, 2000, Lota lota (Linnaeus, 1758), Lupinus parviflorus Nutt. ex Hook. & Arn., Lyellia aspera (I.Hagen & C.E.O.Jensen) Frye, Macrohydnobius tibiocalcaris Peck & Cook, 2009, Malaxis monophyllos var. monophyllos, Manduca sexta Linnaeus, 1763, Marchantia romanica (Radian) D.G.Long, Crand.-Stotl., L.L.Forrest & J.C.Villarreal, Marsupella paroica R.M.Schust., Martes americana atrata (Bangs, 1897), Mecaphesa carletonica (Dondale & Redner, 1976), Meesia hexasticha (Funck) Bruch, Megachile coquilletti Cockerell, 1915, Megachile dakotensis Mitchell, 1926, Megachile fortis Cresson, 1872, Megachile mellitarsis Cresson, 1878, Megachile subnigra Cresson, 1879, Megacyllene angulifera (Casey, 1912), Melanoplus scudderi (Uhler, 1864), Melanoplus walshii Scudder, 1897, Melecta separata Cresson, 1879, Melissodes bimatris LaBerge, 1961, Mesocapnia sugluka (Ricker, 1965), Metrioptera sphagnorum (Walker, 1869), Metrius contractus Eschscholtz, 1829, Metzgeria crassipilis (Lindb.) A.Evans, Microbryum davallianum (Sm.) R.H.Zander, Microbryum davallianum (Sm.) R.H.Zander, Microbryum vlassovii (Laz.) R.H.Zander, Microhexura idahoana Chamberlin & Ivie, 1945, Microlestes major Lindroth, 1969, Microtus townsendii cowani Guiguet, 1955, Microtus townsendi laingi Anderson & Rand, 1943, Microtus townsendii (Bachman, 1839), Mictomys borealis (Richardson, 1828), Mielichhoferia mielichhoferiana (Funck) Loeske, Minyomerus innocuus Horn, 1876, Minytrema melanops (Rafinesque, 1820), Misumenoides formosipes (Walckenaer, 1837), Mitosynum vockerothi Campbell, 1982, Moxostoma carinatum (Cope, 1870), Moxostoma hubbsi Legendre, 1952, Mustela erminea haidarum (Preble, 1898), Mustela richardsonii Bonaparte, 1838, Myas coracinus (Say, 1823), Myotis leibii (Audubon & Bachman, 1842), Myrinia pulvinata (Wahlenb.) Schimp., Mysmena quebecana Lopardo & Dupérré, 2008, Nearctodesmus Silvestri, 1910, Nebria haida Kavanaugh, 1984, Nebria louiseae Kavanaugh, 1984, Neoclytus conjunctus (LeConte, 1857), Neocurtilla hexadactyla (Perty, 1832), Neopasites fulviventris (Cresson, 1878), Neotamias minimus (Bachman, 1839), Neotamias ruficaudus (A.H.Howell, 1920), Nicrophorus carolinus (Linnaeus, 1771), Nineta gravida (Banks, 1911), Nippononebria virescens (G.Horn, 1870))", "HasGeospatialIssue is false", "HasCoordinate is true", "OccurrenceStatus is Present", { "not" : { "BasisOfRecord" : [ "is one of (Fossil)" ] } }, "Country is Canada", { "or" : [ "CoordinateUncertaintyInMeters is less than 32000", "CoordinateUncertaintyInMeters is null" ] } ] } The dataset includes 75191 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031952-250426092105405/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 | 0.004 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.242 | 0.366 |
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".