Bibliographic record
Abstract
A dataset containing 174839708 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Tmemophlebia vockerothi Hall & Evenhuis, 2004, Tomoglossa decora (Casey, 1910), Tortella rigens Alberts., Tortula nevadensis (Cardot & Thér.) R.H.Zander, Townsendia condensata Parry, Toxolasma parvum (Barnes, 1823), Trematodon asanoi Tuzibe, Trematodon montanus Belland & Brassard, Triaenodes McLachlan, 1865, Trichiusa robustula Casey, 1893, Tricholathys rothi Chamberlin & Gertsch, 1958, Tricholochmaea sablensis (W.J.Brown, 1969), Trichophorum planifolium (Spreng.) Palla, Trichostomum recurvifolium (Taylor) R.H.Zander, Triepeolus brittaini Cockerell, 1931, Trifolium variegatum Nutt., Trigonorhinus annulatus (Carr, 1930), Trimerotropis huroniana Walker, 1902, Triodopsis vulgata Pilsbry, 1940, Triosteum angustifolium L., Triosteum perfoliatum L., Truncilla donaciformis (I.Lea, 1827), Tychius semisquamosus J.Faust, 1893, Tylonotus masoni (Knull, 1928), Typocerus octonotatus (Haldeman, 1847), Udea derasa Munroe, 1866, Udea saxifragae McDunnough, 1935, Urophycis tenuis (Mitchill, 1814), Utacapnia labradora (Ricker, 1954), Utterbackia imbecillis (Say, 1829), Vallonia terraenovae Gerber, 1996, Valvata humeralis Say, 1829, Valvata lewisi Currier, 1868, Valvata mergella Westerlund, 1883, Valvata perdepressa B.Walker, 1906, Valvata winnebagoensis F.C.Baker, 1928, Ventridens intertextus (A.Binney, 1840), Ventridens ligera (Say, 1821), Vernonia gigantea (Walter) Trel., Veronicastrum virginicum (L.) Farw., Vertigo andrusiana Pilsbry, 1899, Vertigo modesta (Say, 1824), Vertigo oughtoni Pilsbry, 1948, Villosa iris (I.Lea, 1829), Webbhelix multilineata (Say, 1821), Wijkia carlottae (W.B.Schofield) H.A.Crum, Wormaldia McLachlan, 1865, Xanthorhoe reclivisata Cassino & Swett, 1920, Xenochodaeus musculus (Say, 1835), Xolotrema denotatum (Férussac, 1823), Xylocrius agassizi Hatch, 1971, Xylota analis Williston, 1887, Xylota micrura (Curran, 1941), Xysticus gosiutus Gertsch, 1933, Zelotes rainier Platnick & Shadab, 1983, Zuphium americanum Dejean, 1831, Acarospora peliscypha Th.Fr., Accipiter atricapillus laingi (Taverner, 1940), Accipiter gentilis (Linnaeus, 1758), Achillea millefolium var. megacephala (Raup) B.Boivin, Acipenser brevirostrum Lesueur, 1818, Acipenser fulvescens Rafinesque, 1817, Acipenser oxyrinchus Mitchill, 1815, Acipenser transmontanus Richardson, 1836, Acroscyphus sphaerophoroides Lév., Actaea elata (Nutt.) Prantl, Actaea elata var. elata, Adiantum aleuticum var. subpumilum (W.H.Wagner) E.R.Alverson, Adiantum capillus-veneris L., Aechmophorus clarkii (Lawrence, 1858), Aegolius acadicus (J.F.Gmelin, 1788), Aegolius acadicus brooksi (J.H.Fleming, 1916), Aesculus glabra Willd., Aesculus glabra var. glabra, Agalinis aspera (Douglas ex Benth.) Britton, Agalinis gattingeri (Small) Small, Agalinis maritima (Raf.) Raf., Agalinis maritima var. maritima, Alchemilla alpina L., Alchemilla filicaulis Buser, Alectoria fallacina Motyka, Aletris farinosa L., Alosa aestivalis (Mitchill, 1814), Amauropelta nevadensis (Baker) S.E.Fawc. & A.R.Sm., Amblyscirtes oslari (Skinner, 1899), Amelanchier amabilis Wiegand, Amelanchier nantucketensis E.P.Bicknell, Ammannia robusta Heer ex Regel, Amygdalaria elegantior (H.Magn.) Hertel & Brodo, Anacampsis lupinella Busck, 1901, Anaptychia elbursiana (Szatala) Poelt, 1966, Animalia, Andropogon hallii Hack., Anguilla rostrata (Lesueur, 1817), Anguispira kochi kochi, Antennaria corymbosa E.E.Nelson, Antennaria flagellaris A.Gray, Antennaria plantaginifolia (L.) Hook., Anthoceros fusiformis Austin, Antrozous pallidus (LeConte, 1856), Anzia colpodes (Ach.) Stizenb., Apamea sordens sableana Mikkola, 2009, Aphyllon ludovicianum (Nutt.) A.Gray, Aplectrum hyemale (Muhl. ex Willd.) Torr., Aquilegia jonesii Parry, Arabis adpressipilis (M.Hopkins) Al-Shehbaz, Arctanthemum arcticum subsp. arcticum, Ardea herodias Linnaeus, 1758)", "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 174839708 records from 1283 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069332-250525065834625/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) | 0.002 | 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 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.289 | 0.422 |
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".