Bibliographic record
Abstract
A dataset containing 1091573 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Nephroma isidiosum (Nyl.) Gyeln., Nerodia sipedon sipedon, Nesticus silvestrii Fage, 1929, Nicocles utahensis Banks, 1920, Nicrophorus nigrita (Mannerheim, 1843), Niebla cephalota (Tuck.) Rundel & Bowler, Nigetia formosalis Walker, 1866, Niphotrichum panschii (Müll.Hal.) Bedn.-Ochyra & Ochyra, Noccaea arctica (A.E.Porsild) Holub, Nomada autumnalis Mitchell, 1962, Nomada besseyi Swenk, 1913, Nomada ceanothi Cockerell, 1907, Nomada crotchii Cresson, 1878, Nomada edwardsii Cresson, 1878, Nomada obliterata Cresson, 1863, Nothocalais cuspidata (Pursh) Greene, Notophthalmus viridescens (Rafinesque, 1820), Notophthalmus viridescens louisianensis (Wolterstorff, 1914), Notophthalmus viridescens viridescens, Notorynchus cepedianus (Péron, 1807), Noturus flavus Rafinesque, 1818, Noturus miurus Jordan, 1877, Novalena intermedia (Chamberlin & Gertsch, 1930), Numenius phaeopus phaeopus, Numenius phaeopus rufiventris Vigors, 1829, Nuphar advena (Aiton) Aiton, Nuttallanthus texanus (Scheele) D.A.Sutton, Nycteola columbiana H.Edwards, 1873, Nyctiophylax uncus Ross, 1944, Nymphaea odorata subsp. tuberosa (Paine) Wiersema & Hellq., Nymphaea tetragona Georgi, Nysius grandis Baker, 1906, Nysius paludicola Barber, 1949, Nysius tenellus Barber, 1947, Nyssa sylvatica Marshall, Oberea oculaticollis (Say, 1824), Obrium maculatum (Olivier, 1795), Ochrolechia yasudae Vainio, Ochrotrichia confusa (Morton, 1905), Ochrotrichia wojcickyi Blickle, 1963, Octoglena anura (Cook, 1904), Octospora convexula (Pers.) L.R.Batra, Odontarrhena obovata C.A.Mey., Odontomyia pilimanus Loew, 1866, Oecanthus niveus (De Geer, 1773), Oecetis porteri Ross, 1947, Oecetis scala Milne, 1934, Oedipodium griffithianum (Dicks.) Schwägr., Oegoconia novimundi Busck, 1915, Oeneis alberta alberta, Oeneis bore edwardsi Dos Passos, 1949, Oeneis polixenes brucei (W.H.Edwards, 1891), Oeneis polixenes polixenes, Oenothera cespitosa subsp. cespitosa, Oenothera flava (A.Nelson) Garrett, Oenothera gaura W.L.Wagner & Hoch, Oidaematophorus occidentalis (Walsingham, 1880), Oleolophozia perssonii (H.Buch & S.W.Arnell) L.Söderstr., De Roo & Hedd., Olethreutes hamameliana (McDunnough, 1944), Oligia violacea (Grote, 1881), Oligophlebodes mostbento Schmid, 1968, Oligotrichum falcatum Steere, Omalonomus relictus Campbell & Peck, 1990, Omalotheca norvegica (Gunnerus) Sch.Bip. & F.W.Schultz, Omalotheca supina (L.) DC., Omus dejeanii Reiche, 1838, Oncideres cingulatus Maxwell, 1959, Oncorhynchus clarkii (Richardson, 1836), Oncorhynchus clarkii (Richardson, 1836), Oncorhynchus kisutch (Walbaum, 1792), Oncorhynchus nerka (Walbaum, 1792), Oncorhynchus tshawytscha (Walbaum, 1792), Onnia triquetra (Pers.) Imazeki, Onthophilus deflectus Helava, 1978, Onychoprion aleuticus (S.F.Baird, 1869), Opegrapha dolomitica (Arnold) Clauzade & Cl.Roux ex Torrente & Egea, Opheodrys vernalis (Harlan, 1827), Ophiocordyceps ravenelii (Berk. & M.A.Curtis) G.H.Sung, J.M.Sung, Hywel-Jones & Spatafora, Ophiogomphus occidentis (Hagen, 1885), Ophraella arctica LeSage, 1986, Opisodasys vesperalis (Jordan, 1929), Oporornis agilis (A.Wilson, 1812), Orchelimum campestre Blatchley, 1893, Orchelimum concinnum Scudder, 1862, Orchelimum delicatum Bruner, 1892, Orchelimum silvaticum McNeill, 1891, Orchopeas nepos (Rothschild, 1905), Orcinus orca (Linnaeus, 1758), Oreamnos americanus (Blainville, 1816), Oreocarya celosioides Eastw., Oreocarya glomerata (Pursh) Greene, Oreohelix cooperi (W.G.Binney, 1858), Oreohelix subrudis (Reeve, 1854), Oreohelix subrudis limitaris (Dawson, 1875), Oreohelix tenuistriata Henderson & Daniels, 1916, Oreonetides flavus (Emerton, 1915), Ornithodoros hermsi Wheeler, Herms & Meyer, 1935, Orthasterias koehleri (deLoriol, 1897), Orthodes noverca (Grote, 1878), Orthosia ferrigera Smith, 1894, Orthothecium chryseon (Schwägr.) Schimp., Orthothecium chryseum var. cochlearifolium (Lindb.) Limpr., Orthotrichum cupulatum Hoffm. ex Brid., Orthotrichum rivulare Turner, Orthotrichum strangulatum P.Beauv., Orthotylus angulatus (Uhler, 1895), Orthotylus atriplicis (Knight, 1968), Orthotylus pacificus Van Duzee, 1919, Osmia conjuncta Cresson, 1864, Osmia cyaneonitens Cockerell, 1906, Osmia illinoensis Robertson, 1897, Osmia iridis Cockerell & Titus, 1902, Osmia nigrobarbata Cockerell, 1916, Osmia obliqua White, 1952, Osmia subarctica Cockerell, 1912, Osobenus yakimae (Hoppe, 1938), Ospriocerus aeacus (Wiedemann, 1828), Ospriocerus latipennis (Loew, 1866), Ostrea lurida P.P.Carpenter, 1864, Ostrocerca prolongata (Claassen, 1923), Otidea cochleata (L.) Fuckel, Otidea smithii Kanouse, Otites stigma (Hendel, 1911), Otobius megnini Dugès, 1883, Ovalipes ocellatus (Herbst, 1799), Oxycilla malaca Grote, 1875, Oxyethira anabola Blickle, 1966, Oxyethira grisea Betten, 1934, Oxyethira roberti Harper & Roy, 1980, Oxyloma elegans groenlandica (Møller, 1842), Oxyloma hawkinsii (Baird, 1863), Oxyloma haydeni (W.G.Binney, 1858), Oxyna aterrima (Doane, 1899), Oxyopes salticus Hentz, 1845, Oxypolis occidentalis J.M.Coult. & Rose, Oxytropis arctica var. koyukukensis (A.E.Porsild) S.L.Welsh, Oxytropis campestris var. dispar (A.Nelson) Barneby, Oxytropis lambertii var. lambertii, Oxytropis scammaniana Hultén, Oxyura jamaicensis (J.F.Gmelin, 1789), Ozodiceromya levigata (Loew, 1876), Ozodiceromya platancala (Loew, 1876), Ozodiceromya nanella (Cole, 1923), Pachnolepia pruinata (Torss.) Frisch & G.Thor, Pachybrachis calcaratus Fall, 1915, Pachybrachis luridus (Fabricius, 1798), Pachybrachis subfasciatus (J.E.LeConte, 1824), Pachycudonia monticola (Mains) S.Imai, Pachylepyrium carbonicola (A.H.Sm.) Singer, Pachyschelus laevigatus (Say, 1833), Pacifiphantes magnificus (Chamberlin & Ivie, 1943), Packera contermina (Greenm.) J.F.Bain, Packera macounii (Greene) W.A.Weber & Á.Löve, Packera paupercula var. savannarum R.R.Kowal, Packera subnuda (DC.) Trock & T.M.Barkley, Packera subnuda var. moresbiensis (Calder & Roy L.Taylor) Trock, Packera subnuda var. subnuda, Paectes abrostoloides Guenée, 1852, Paectes pygmaea Hübner, 1818, Pagophilus groenlandicus (Erxleben, 1777), Pallicephala pachyceras (Williston, 1908), Palmacorixa janeae Brooks, 1959, Palthis asopialis Guenée, 1854, Panaeolus antillarum (Fr.) Dennis, Pandion haliaetus (Linnaeus, 1758), Panellus pusillus (Pers. ex Lév.) Burds. & O.K.Mill., Pannaria Delise ex Bory, 1828, Pannaria rubiginella P.M.Jørg. & Sipman, Pannaria tavaresii P.M.Jørg., Panopoda carneicosta Guenée, 1852, Panscopus erinaceus (Say, 1831), Panscopus ovalis Pierce, 1913, Pantherophis obsoletus (Say, 1823), Pantherophis vulpinus (Baird & Girard, 1853), Pantosteus jordani Evermann, 1895, Pantosteus jordani Evermann, 1895, Papaipema aerata Lyman, 1901, Papaipema appassionata Harvey, 1876, Papaipema cerussata Grote, 1864, Papaipema circumlucens Smith, 1899, Papaipema maritima Bird, 1909, Papaipema necopina Grote, 1876, Papaver walpolei A.E.Porsild, Papenfussiella callitricha (Rosenvinge) Kylin, Papilio machaon dodi McDunnough, 1939, Papilio machaon pikei Sperling, 1987, Parabagrotis cupidissima Grote, 1875, Parabagrotis formalis Grote, 1874, Paracantha culta (Wiedemann, 1830), Paracoenia turbida (Curran, 1927), Paracyathus stearnsii Verrill, 1869, Paragorgia johnsoni Gray, 1862, Paragorgia stephencairnsi Sánchez, 2005, Paragorgia yutlinux Sánchez, 2005, Paralepetopsis tunnicliffae J.H.McLean, 2008, Paraleptophlebia bruneipennis (McDunnough, 1924), Paraleptophlebia gregalis (Eaton, 1884), Paraleptophlebia vaciva (Eaton, 1884), Parameletus croesus (McDunnough, 1923), Paramideopsis susanae Smith, 1983, Parancistrocerus acarigaster (Bohart, 1952), Parancistrocerus pedestris (de Saussure, 1856), Parancistrocerus vagus (de Saussure, 1857), Paranotropis Fowler, 1904, Parapamea buffaloensis Grote, 1877, Paraphilaenus parallelus (Stearns, 1918), Paraphlepsius hemicolor (Sanders & DeLong, 1923), Parasimulium furcatum Malloch, 1914, Parasimulium melanderi Stone, 1964, Parastenella pacifica Cairns, 2007, Parastenella ramosa (Studer, 1894), Parasyrphus macularis (Zetterstedt, 1843), Paratettix cucullatus (Burmeister, 1838), Parazumia symmorpha (de Saussure, 1855), Parcoblatta uhleriana (Saussure, 1862), Parcoblatta virginica (Brunner von Wattenwyl, 1865), Pardalophora haldemanii (Scudder, 1872), Pardosa coloradensis Banks, 1894, Pardosa pedia Dondale, 2007, Pardosa rainieriana Lowrie & Dondale, 1981, Parhelophilus brooksi Curran, 1927, Parhelophilus divisus (Loew, 1863))", "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 1091573 records from 337 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070586-250525065834625/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 | 0.011 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.280 | 0.400 |
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".