Bibliographic record
Abstract
A dataset containing 53652744 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Myosotis asiatica (Vestergr. ex Hultén) Schischk. & Serg., Carnegiea gigantea (Engelm.) Britton & Rose, Eschscholzia californica Cham., Aquilegia caerulea E.James, Philadelphus lewisii Pursh, Lewisia rediviva Pursh, Artemisia tridentata (Nutt.) W.A.Weber, Yucca glauca Nutt., Berberis aquifolium Pursh, Calochortus nuttallii Torr., Rhododendron macrophyllum D.Don ex G.Don, Castilleja coccinea (L.) Spreng., Cornus nuttallii Audubon ex Torr. & A.Gray, Chamerion angustifolium (L.) Holub, Picea sitchensis (Bong.) Carrière, Parkinsonia florida (Benth. ex A.Gray) S.Watson, Sequoia sempervirens (D.Don) Endl., Sequoiadendron giganteum (Lindl.) J.T.Buchholz, Picea pungens Engelm., Pinus monticola Douglas ex D.Don, Pinus ponderosa Douglas ex C.Lawson, Pinus longaeva D.K.Bailey, Pinus edulis Engelm., Pseudotsuga menziesii (Mirb.) Franco, Populus tremuloides Michx., Tsuga heterophylla (Raf.) Sarg., Populus deltoides W.Bartram ex Marshall, Thuja plicata Donn ex D.Don, Abies lasiocarpa (Hook.) Nutt., Nassella pulchra (Hitchc.) Barkworth, Bouteloua gracilis (Kunth) Lag. ex Griffiths, Pseudoroegneria spicata (Pursh) Á.Löve, Achnatherum hymenoides (Roem. & Schult.) Barkworth, Bouteloua gracilis (Kunth) Lag. ex Griffiths, Achnatherum hymenoides (Roem. & Schult.) Barkworth, Pseudoroegneria spicata (Pursh) Á.Löve, Pascopyrum smithii (Rydb.) Barkworth & D.R.Dewey, Lagopus lagopus (Linnaeus, 1758), Campylorhynchus brunneicapillus (Lafresnaye, 1835), Callipepla californica (Shaw, 1798), Calamospiza melanocorys Stejneger, 1885, Sialia currucoides (Bechstein, 1798), Sturnella neglecta Audubon, 1844, Sialia currucoides (Bechstein, 1798), Falco peregrinus Tunstall, 1771, Geococcyx californianus (Lesson, 1829), Pandion haliaetus (Linnaeus, 1758), Sturnella neglecta Audubon, 1844, Larus californicus Lawrence, 1854, Spinus tristis (Linnaeus, 1758), Sturnella neglecta Audubon, 1844, Cyanocitta stelleri (Gmelin, 1788), Corvus corax Linnaeus, 1758, Gavia immer (Brunnich, 1764), Haliaeetus leucocephalus (Linnaeus, 1766), Alces alces (Linnaeus, 1758), Bassariscus astutus (Lichtenstein, 1830), Ursus arctos horribilis Ord, 1815, Ovis canadensis Shaw, 1804, Ursus arctos horribilis Ord, 1815, Ovis canadensis nelsoni Merriam, 1897, Ursus americanus Pallas, 1780, Castor canadensis Kuhl, 1820, Cervus elaphus Linnaeus, 1758, Marmota olympus (Merriam, 1898), Bison bison (Linnaeus, 1758), Ursus americanus kermodei Hornaday, 1905, Rangifer tarandus (Linnaeus, 1758), Castor canadensis Kuhl, 1820, Bison bison (Linnaeus, 1758), Oncorhynchus tshawytscha (Walbaum, 1792), Oncorhynchus apache (Miller, 1972), Oncorhynchus mykiss aguabonita (Jordan, 1892), Oncorhynchus clarkii stomias (Cope, 1871), Oncorhynchus clarkii (Richardson, 1836), Oncorhynchus clarkii lewisi (Girard, 1856), Oncorhynchus clarkii henshawi (Gill & Jordan, 1878), Oncorhynchus clarkii virginalis (Girard, 1856), Oncorhynchus tshawytscha (Walbaum, 1792), Oncorhynchus clarkii utah (Suckley, 1874), Oncorhynchus mykiss (Walbaum, 1792), Oncorhynchus clarkii (Richardson, 1836), Oncorhynchus tshawytscha (Walbaum, 1792), Crotalus willardi willardi, Gopherus agassizii (Cooper, 1861), Chrysemys picta bellii (Gray, 1831), Gopherus agassizii (Cooper, 1861), Aspidoscelis neomexicanus (Lowe & Zweifel, 1952), Heloderma suspectum Cope, 1869, Phrynosoma hernandesi Girard, 1858, Libellula quadrimaculata Linnaeus, 1758, Papilio multicaudata Kirby, 1884, Zerene eurydice (Boisduval, 1855), Hypaurotis crysalus (Edwards, 1873), Danaus plexippus (Linnaeus, 1758), Nymphalis antiopa (Linnaeus, 1758), Argia vivida Hagen, 1865, Pepsis thisbe Lucas, 1895, Papilio machaon oregonia W.H.Edwards, 1876, Apis mellifera Linnaeus, 1758, Anax junius (Drury, 1773), Callophrys sheridanii (W.H.Edwards, 1877), Dryophytes wrightorum (Taylor, 1939), Rana draytonii Baird & Girard, 1852, Ambystoma mavortium Baird, 1850, Dicamptodon aterrimus (Cope, 1868), Spea multiplicata (Cope, 1863), Pseudacris regilla (Baird & Girard, 1852), Echinocereus triglochidiatus Engelm., Cantharellus californicus D.Arora & Dunham, Cantharellus formosus Corner, Boletus edulis Bull., Cantharellus formosus Corner, Ariolimax columbianus (A.Gould, 1851), Antrozous pallidus (LeConte, 1856), Acer L., Rosa L., Quercus L.)", "Country is one of (United States of America, Canada)", "HasCoordinate is true", "HasGeospatialIssue is false" ] } The dataset includes 53652744 records from 1034 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013315-241107131044228/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) | 0.246 | 0.377 |
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".