Bibliographic record
Abstract
A dataset containing 49936 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Verrucaria kootenaica Breuss & T.Sprib., Vertigo hannai Pilsbry, 1919, Voitia nivalis Hornsch., Xanthaptychia aurantiaca (R.Br.) S.Y.Kondr. & Ravera, Xanthoparmelia idahoensis Hale, Xanthoparmelia neochlorochroa Hale, Xanthoparmelia subdecipiens (Vainio) Hale, Xanthoparmelia subhosseana (Essl.) O.Blanco, A.Crespo, Elix, D.Hawksw. & Lumbsch, Xyela bakeri, Yukonodelphax kendallae Wilson, 1992, Zizania aquatica var. brevis (Fassett) S.L.Chen, 1990, Alburnops blennius Girard, 1856, Alburnops Girard, 1856, Ambystoma laterale Hallowell, 1856, Ameiurus natalis (Lesueur, 1819), Anastrophyllum donnianum (Hook.) Steph., Arthonia diffusella Fink, Asemosyrphus polygrammus, Berardius bairdii Stejneger, 1883, Campostoma anomalum (Rafinesque, 1820), Carpiodes cyprinus (Lesueur, 1817), Ceraclea albosticta (Hagen, 1861), Cladonia islandica Kristinsson & Ahti, Clavaria zollingeri Lév., Coregonus autumnalis (Pallas, 1776), Coregonus nasus (Pallas, 1776), Coregonus sardinella Valenciennes, 1848, Cuphophyllus lacmus (Schumach.) Bon, Dichanthelium commonsianum (Ashe) Freckmann, Dilatata dilatata (A.Gould, 1841), Dryophytes versicolor (LeConte, 1825), Enchylium conglomeratum (Hoffm.) Otálora, P.M.Jørg. & Wedin, Entosphenus tridentatus (Richardson, 1836), Eragrostis capillaris (L.) Nees, Esox americanus americanus, Esox niger Lesueur, 1818, Etheostoma caeruleum Storer, 1845, Eurosta fenestrata Snow, 1894, Festuca hallii (Vasey) Piper, Fitchiella robertsonii (Fitch, 1856), Flexamia reflexa (Osborn & Ball, 1897), Gentiana calycosa Griseb., Gila alutaceus (Agassiz & Pickering, 1855), Hybognathus hankinsoni Hubbs, 1929, Hybognathus hankinsoni Hubbs, 1929, Hybognathus regius Girard, 1856, Hygrocybe punicea (Fr.) P.Kumm., Hypnum fauriei Cardot, Labidesthes sicculus (Cope, 1865), Ladislavella walkeriana (F.C.Baker, 1926), Lagenorhynchus obliquidens Gill, 1865, Lecania nylanderiana A.Massal., Lepomis cyanellus Rafinesque, 1819, Leptogium byssinum (Hoffm.) Zwackh, Ligumia recta (Lamarck, 1819), Limotettix urnura Hamilton, 1994, Lithobates palustris (LeConte, 1825), Lophozia silvicola H.Buch, Luxilus chrysocephalus Rafinesque, 1820, Lythrurus umbratilis (Girard, 1856), Moxostoma erythrurum (Rafinesque, 1818), Mutatoderma populneum (Peck) C.E.Gómez, Necturus maculosus (Rafinesque, 1818), Noturus flavus Rafinesque, 1818, Noturus miurus Jordan, 1877, Orchelimum delicatum Bruner, 1892, Oreamnos americanus (Blainville, 1816), Pagophilus groenlandicus (Erxleben, 1777), Paranotropis Fowler, 1904, Parmotrema perforatum (Jacq.) A.Massal., Parmotrema stuppeum (Taylor) Hale, Placynthium petersii (Nyl.) Burnham, Pleurobema sintoxia (Rafinesque, 1820), Pseudotaxiphyllum distichaceum (Mitt.) Z.Iwats., Quedius aenescens Mäklin, 1852, Radula obconica Sull., Rhinichthys falcatus (Eigenmann & Eigenmann, 1893), Rhizocarpon ridescens (Nyl.) Zahlbr., Rhytisma acerinum (Pers.) Fr., Ricasolia amplissima (Scop.) De Not., Scomber scombrus Linnaeus, 1758, Sericomyia jakutica (Stackelberg, 1927), Stenocranus delicatus Beamer, 1946, Stenodus leucichthys (Güldenstädt, 1772), Stenodynerus microstictus (Viereck, 1906), Stenodynerus noticeps Bohart, 1948, Sticta torii Ant.Simon & Goward, Themira maculitarsis Curran, 1929, Walterigalba montanensis (F.C.Baker, 1913), Xanthocarpia crenulatella (Nyl.) Frödén, Arup & Søchting, Ziphius cavirostris G.Cuvier, 1823)", "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 49936 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032339-250426092105405/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 | 0.006 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 0.011 |
| 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) | 0.236 | 0.358 |
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".