Bibliographic record
Abstract
A dataset containing 43435 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Amphiuma pholeter Neill, 1964, Anaxyrus microscaphus (Cope, 1867), Aneides aeneus (Cope & Packard, 1881), Aneides ferreus Cope, 1869, Aneides hardii (Taylor, 1941), Aneides klamathensis Reilly & Wake, 2019, Batrachoseps bramei Jockusch, Martínez-Solano, Hansen & Wake, 2012, Batrachoseps campi Marlow, Brode & Wake, 1979, Batrachoseps diabolicus Jockusch, Wake & Yanev, 1998, Batrachoseps luciae Jockusch, Yanev & Wake, 2001, Batrachoseps robustus Wake, Yanev & Hansen, 2002, Batrachoseps wrighti (Bishop, 1937), Cryptobranchus alleganiensis (Sonnini de Manoncourt & Latreille, 1801), Desmognathus aeneus Brown & Bishop, 1947, Desmognathus imitator Dunn, 1927, Desmognathus organi Crespi, Browne & Rissler, 2010, Desmognathus santeetlah Tilley, 1981, Desmognathus wrighti King, 1936, Dicamptodon aterrimus (Cope, 1868), Dicamptodon copei Nussbaum, 1970, Dicamptodon ensatus (Eschscholtz, 1833), Eurycea aquatica Rose & Bush, 1963, Eurycea hillisi Wray, Means & Steppan, 2017, Eurycea latitans Smith & Potter, 1946, Eurycea pterophila Burger, Smith & Potter, 1950, Eurycea troglodytes Baker, 1957, Eurycea tynerensis Moore & Hughes, 1939, Hydromantes shastae Gorman & Camp, 1953, Lithobates chiricahuensis (Platz & Mecham, 1979), Plethodon chattahoochee Highton, 1989, Plethodon kisatchie Highton, 1989, Plethodon larselli Burns, 1954, Plethodon ouachitae Dunn & Heinze, 1933, Plethodon punctatus Highton, 1972, Plethodon shermani Stejneger, 1906, Plethodon stormi Highton & Brame, 1965, Plethodon vandykei Van Denburgh, 1906, Plethodon websteri Highton, 1979, Plethodon welleri Walker, 1931, Pseudacris illinoensis Smith, 1951, Rana boylii Baird, 1854, Rana cascadae Slater, 1939, Rhyacotriton cascadae Good & Wake, 1992, Rhyacotriton kezeri Good & Wake, 1992, Rhyacotriton variegatus Stebbins & Lowe, 1951, Anser canagicus (Sevastianov, 1802), Anthus spragueii (Audubon, 1844), Ardenna bulleri (Salvin, 1888), Ardenna creatopus (Coues, 1864), Brachyramphus marmoratus (J.F.Gmelin, 1789), Centrocercus urophasianus (Bonaparte, 1827), Charadrius melodus Ord, 1824, Charadrius montanus J.K.Townsend, 1837, Charadrius nivosus (Cassin, 1858), Chasiempis sandwichensis (Gmelin, 1789), Chlorodrepanis flava (A.Bloxam, 1827), Chlorodrepanis stejnegeri (S.B.Wilson, 1890), Chlorodrepanis virens (J.F.Gmelin, 1788), Dryobates borealis (Vieillot, 1809), Fulica alai Peale, 1848, Gymnorhinus cyanocephalus Wied-Neuwied, 1841, Himatione sanguinea (J.F.Gmelin, 1788), Hydrobates tristrami (Salvin, 1896), Laterallus jamaicensis (Gmelin, 1789), Leiothlypis crissalis (Salvin & Godman, 1889), Magumma parva (Stejneger, 1887), Melozone aberti (S.F.Baird, 1852), Myadestes obscurus (Gmelin, 1789), Patagioenas leucocephala (Linnaeus, 1758), Peucaea aestivalis (M.H.K.Lichtenstein, 1823), Phoebastria immutabilis (Rothschild, 1893), Phoebastria nigripes (Audubon, 1839), Pica nuttalli (Audubon, 1837), Plectrophenax hyperboreus Ridgway, 1884, Polysticta stelleri (Pallas, 1769), Psittacara holochlorus (P.L.Sclater, 1859), Puffinus nativitatis Streets, 1877, Rissa brevirostris (Bruch, 1855), Setophaga kirtlandii (S.F.Baird, 1852), Somateria fischeri (J.F.Brandt, 1847), Spinus lawrencei (Cassin, 1850), Strix occidentalis (Xántus de Vésey, 1860), Synthliboramphus scrippsi Green & Arnold, 1939, Tympanuchus pallidicinctus (Ridgway, 1873), Vireo atricapilla Woodhouse, 1852, Arborimus albipes (Merriam, 1901), Arborimus longicaudus (True, 1890), Arborimus pomo Johnson & George, 1991, Balaena mysticetus Linnaeus, 1758, Balaenoptera borealis Lesson, 1828, Balaenoptera physalus (Linnaeus, 1758), Callorhinus ursinus (Linnaeus, 1758), Choeronycteris mexicana Tschudi, 1844, Corynorhinus rafinesquii (Lesson, 1827), Dipodomys agilis Gambel, 1848, Dipodomys nitratoides Merriam, 1894, Eumetopias jubatus (Schreber, 1776), Geomys arenarius Merriam, 1895, Geomys knoxjonesi Baker & Genoways, 1975, Geomys texensis Merriam, 1895, Lasionycteris noctivagans (Le Conte, 1831), Leptonycteris nivalis (Saussure, 1860), Leptonycteris yerbabuenae Martínez & Villa-R., 1940, Lepus othus Merriam, 1900, Macrotus californicus Baird, 1858, Mesoplodon bidens (Sowerby, 1804), Mesoplodon carlhubbsi Moore, 1963, Mesoplodon europaeus (Gervais, 1855), Mesoplodon stejnegeri True, 1885, Microdipodops pallidus Merriam, 1901, Myotis grisescens A.H.Howell, 1909, Myotis keenii (Merriam, 1895), Myotis lucifugus (Le Conte, 1831), Neotamias palmeri (Merriam, 1897), Neotoma magister Baird, 1857, Perimyotis subflavus (F.Cuvier, 1832), Podomys floridanus (Chapman, 1889), Sorex arizonae Diersing & Hoffmeister, 1977, Sorex lyelli Merriam, 1902, Sorex maritimensis Smith, 1939, Sorex pribilofensis Merriam, 1895, Sylvilagus transitionalis (Bangs, 1895), Thomomys bulbivorus (Richardson, 1829), Urocitellus townsendii (Bachman, 1839), Urocyon littoralis (Baird, 1858), Ursus maritimus Phipps, 1774, Vulpes velox (Say, 1823), Anniella pulchra Gray, 1852, Aspidoscelis neotesselatus (Walker, Cordes & Taylor, 1997), Aspidoscelis xanthonotus (Duellman & Lowe, 1953), Chionactis palarostris (Klauber, 1937), Coleonyx reticulatus Davis & Dixon, 1958, Crotalus adamanteus Palisot De Beauvois, 1799, Crotaphytus reticulatus Baird, 1858, Drymarchon couperi (Holbrook, 1842), Elgaria panamintina (Stebbins, 1958), Heterodon gloydi Edgren, 1952, Lampropeltis extenuata (Brown, 1890), Ophisaurus compressus Cope, 1900, Ophisaurus mimicus Palmer, 1987, Phrynosoma blainvillii Gray, 1839, Phrynosoma goodei Stejneger, 1893, Phrynosoma mcallii (Hallowell, 1852), Plestiodon reynoldsi (Stejneger, 1910), Sceloporus cyanogenys Cope, 1885, Sistrurus catenatus (Rafinesque, 1818), Sistrurus tergeminus (Say, 1823), Tantilla cucullata Minton, 1956, Thamnophis rufipunctatus (Cope, 1875), Uma notata Baird, 1858, Uma scoparia Cope, 1894, Actinemys marmorata (Baird & Girard, 1852), Caretta caretta (Linnaeus, 1758), Chelonia mydas (Linnaeus, 1758), Glyptemys insculpta (Le Conte, 1830), Gopherus agassizii (Cooper, 1861), Gopherus polyphemus (Daudin, 1801), Graptemys caglei Haynes & Mckown, 1974, Graptemys nigrinoda Cagle, 1954, Macrochelys temminckii Troost, 1835, Pseudemys gorzugi Ward, 1984, Trachemys gaigeae (Hartweg, 1939), Bombus kluanensis Williams & Cannings, 2016, Bombus morrisoni Cresson, 1879, Bombus natvigi Richards, 1931, Bombus occidentalis Greene, 1858, Bombus pensylvanicus (De Geer, 1773), Megachile anograe Cockerell, 1908, Osmia hemera Sandhouse, 1939, Osmia lanei Sandhouse, 1939, Osmia lupinicola Cockerell, 1937, Osmia nigrobarbata Cockerell, 1916, Osmia obliqua White, 1952, Osmia palmula, Osmia thysanisca Michener, 1957, Osmia trifoliama Sandhouse, 1939, Ashmeadiella floridana (Robertson, 1897), Centris errans Fox, 1899, Ameroduvalius jeanneli Valentine, 1952, Anillinus valentinei (Jeannel, 1963), Neaphaenops tellkampfii (Erichson, 1844), Nelsonites walteri Valentine, 1952, Pseudanophthalmus abditus Krekeler, 1973, Pseudanophthalmus aladdini Valentine, 1945, Pseudanophthalmus beakleyi Valentine, 1937, Pseudanophthalmus cerberus Barr, 1985, Pseudanophthalmus chthonius Krekeler, 1973, Pseudanophthalmus ciliaris Valentine, 1937, Pseudanophthalmus darlingtoni Barr, 1985, Pseudanophthalmus delicatus Valentine, 1932, Pseudanophthalmus desertus Krekeler, 1973, Pseudanophthalmus exiguus Krekeler, 1973, Pseudanophthalmus fluviatilis Valentine, 1948, Pseudanophthalmus horni (Garman, 1892), Pseudanophthalmus hypertrichosis Valentine, 1932, Pseudanophthalmus menetriesii (Motschulsky, 1862), Pseudanophthalmus potomaca Valentine, 1932, Pseudanophthalmus productus Barr, 1980, Pseudanophthalmus pubescens (G.Horn, 1869), Pseudanophthalmus robustus Valentine, 1931, Pseudanophthalmus tennesseensis Valentine, 1937, Pseudanophthalmus valentinei Jeannel, 1949, Pseudanophthalmus youngi Krekeler, 1958, Pterostichus woodi Ball & Currie, 1997, Agabus margaretae Larson, 1975, Amblycheila baroni Rivers, 1890, Amblycheila hoversoni Gage, 1991, Amblycheila picolominii Reiche, 1840, Amblycheila schwarzi W.Horn, 1904, Cicindela abdominalis Fabricius, 1801, Cicindela ancocisconensis T.W.Harris, 1852, Cicindela denikei Brown, 1934, Cicindela hornii Schaupp, 1883, Cicindela patruela Dejean, 1825, Cicindela pimeriana LeConte, 1867, Cicindela plutonica Casey, 1897, Cicindela scabrosa Schaupp, 1884, Cylindera celeripes (LeConte, 1846), Dromochorus velutinigrens Johnson, 1992, Ellipsoptera blanda (Dejean, 1831), Ellipsoptera gratiosa (Guérin-Méneville, 1840), Ellipsoptera lepida (Dejean, 1831), Ellipsoptera wapleri (LeConte, 1875), Habroscelimorpha californica (Ménétriés, 1843), Habroscelimorpha dorsalis (Say, 1817), Habroscelimorpha striga (LeConte, 1875), Microthylax olivaceus (Chaudoir, 1854), Omus submetallicus G.Horn, 1869, Batriasymmodes quisnamus (O.Park, 1951), Batriasymmodes spelaeus (O.Park, 1951), Batrisodes gravesi Chandler & Reddell, 2001, Batrisodes specus O.Park, 1951, Batrisodes valentinei O.Park, 1951, Calligrapha pnirsa (StÎl, 1860), Desmocerus californicus Horn, 1881, Helops sulcipennis LeConte, 1866, Nicrophorus americanus A.G.Olivier, 1790, Ptomaphagus hatchi Jeannel, 1933, Ptomaphagus longicornis Jeannel, 1949, Ptomaphagus valentinei Jeannel, 1933, Selonodon Latreille, 1834, Selonodon Latreille, 1834, Triplax alachuae Boyle, 1956, Agathymus gentryi Roever, 1998, Agathymus mariae (Barnes & Benjamin, 1924), Amblyscirtes aesculapius (Fabricius, 1793), Amblyscirtes carolina (Skinner, 1892), Amblyscirtes reversa Jones, 1926, Amblyscirtes texanae Bell, 1927, Argynnis Fabricius, 1807, Argynnis Fabricius, 1807, Atrytonopsis lunus (Edwards, 1884), Atrytonopsis pittacus (Edwards, 1882), Boloria alberta (W.H.Edwards, 1890), Boloria kriemhild (Strecker, 1879), Boloria natazhati (Gibson, 1920), Calephelis arizonensis McAlpine, 1971, Ca
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 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.397 | 0.482 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".