Bibliographic record
Abstract
A dataset containing 35933 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Caluromys derbianus (Waterhouse, 1841), Marmosa alstoni (J.A.Allen, 1900), Marmosa mexicana Merriam, 1897, Marmosa zeledoni Goldman, 1911, Metachirus nudicaudatus (É.Geoffroy Saint-Hilaire, 1803), Chironectes minimus (Zimmermann, 1780), Didelphis marsupialis Linnaeus, 1758, Didelphis virginiana Kerr, 1792, Philander opossum (Linnaeus, 1758), Myrmecophaga tridactyla Linnaeus, 1758, Tamandua mexicana (Saussure, 1860), Cyclopes dorsalis (Gray, 1865), Choloepus hoffmanni Peters, 1858, Bradypus variegatus Schinz, 1825, Cabassous centralis (Miller, 1899), Dasypus novemcinctus Linnaeus, 1758, Cryptotis gracilis Miller, 1911, Cryptotis merriami Choate, 1970, Cryptotis nigrescens (J.A.Allen, 1895), Cryptotis orophila (J.A.Allen, 1895), Cryptotis monteverdensis Woodman & Timm, 2017, Cryptotis thomasi (Merriam, 1897), Balantiopteryx plicata Peters, 1867, Centronycteris centralis Thomas, 1912, Cormura brevirostris (Wagner, 1843), Cyttarops alecto Thomas, 1913, Diclidurus albus Wied-Neuwied, 1820, Peropteryx kappleri Peters, 1867, Peropteryx macrotis (Wagner, 1843), Rhynchonycteris naso (Wied-Neuwied, 1820), Saccopteryx bilineata (Temminck, 1838), Saccopteryx leptura (Schreber, 1774), Noctilio albiventris Desmarest, 1818, Noctilio leporinus (Linnaeus, 1758), Pteronotus fulvus (Thomas, 1892), Pteronotus gymnonotus (Natterer, 1843), Pteronotus mesoamericanus Smith, 1972, Pteronotus personatus (Wagner, 1843), Lonchorhina aurita Tomes, 1863, Macrophyllum macrophyllum (Schinz, 1821), Mimon cozumelae Goldman, 1914, Gardnerycteris crenulatum (E.Geoffroy, 1803), Glyphonycteris daviesi (Hill, 1964), Glyphonycteris sylvestris Thomas, 1896, Lampronycteris brachyotis (Dobson, 1879), Micronycteris hirsuta (Peters, 1869), Micronycteris microtis Miller, 1898, Micronycteris minuta (Gervais, 1856), Micronycteris schmidtorum Sanborn, 1935, Trinycteris nicefori (Sanborn, 1949), Phylloderma stenops Peters, 1865, Phyllostomus discolor Wagner, 1843, Phyllostomus hastatus (Pallas, 1767), Chrotopterus auritus (Peters, 1856), Lophostoma brasiliense Peters, 1867, Lophostoma silvicolum d'Orbigny, 1836, Tonatia saurophila Koopman & Williams, 1951, Trachops cirrhosus (Spix, 1823), Vampyrum spectrum (Linnaeus, 1758), Anoura cultrata Handley, 1960, Anoura geoffroyi Gray, 1838, Choeroniscus godmani (Thomas, 1903), Glossophaga commissarisi Gardner, 1962, Glossophaga leachii (Gray, 1844), Glossophaga soricina (Pallas, 1766), Hylonycteris underwoodi Thomas, 1903, Lichonycteris obscura Thomas, 1895, Lonchophylla concava Goldman, 1914, Lonchophylla robusta Miller, 1912, Carollia castanea H.Allen, 1890, Carollia perspicillata (Linnaeus, 1758), Carollia sowelli Baker, Solari & Hoffmann, 2002, Carollia subrufa (Hahn, 1905), Artibeus jamaicensis Leach, 1821, Artibeus lituratus (Olfers, 1818), Centurio senex Gray, 1842, Chiroderma salvini Dobson, 1878, Chiroderma trinitatum Goodwin, 1958, Chiroderma villosum Peters, 1860, Artibeus aztecus K.Andersen, 1906, Artibeus phaeotis (Miller, 1902), Artibeus toltecus (Saussure, 1860), Artibeus watsoni Thomas, 1901, Ectophylla alba H.Allen, 1892, Enchisthenes hartii (Thomas, 1892), Mesophylla macconnelli Thomas, 1901, Platyrrhinus helleri (Peters, 1866), Platyrrhinus vittatus (Peters, 1860), Uroderma convexum Lyon, 1902, Vampyressa thyone Thomas, 1909, Vampyriscus nymphaea (Thomas, 1909), Vampyrodes major G.M.Allen, 1908, Sturnira burtonlimi Velazco & Patterson, 2014, Sturnira hondurensis Goodwin, 1940, Sturnira luisi Davis, 1980, Sturnira mordax (Goodwin, 1938), Sturnira parvidens Goldman, 1917, Desmodus rotundus (E.Geoffroy, 1810), Diaemus youngi (Jentink, 1893), Diphylla ecaudata Spix, 1823, Natalus lanatus Tejedor, 2005, Natalus mexicanus Miller, 1902, Furipterus horrens (F.Cuvier, 1828), Thyroptera discifera (Lichtenstein & Peters, 1855), Thyroptera tricolor Spix, 1823, Eptesicus brasiliensis (Desmarest, 1819), Eptesicus chiriquinus Thomas, 1920, Eptesicus furinalis (d'Orbigny, 1847), Eptesicus fuscus (Palisot de Beauvois, 1796), Lasiurus frantzii (Peters, 1871), Lasiurus castaneus Handley, 1960, Dasypterus ega (Gervais, 1856), Dasypterus intermedius (H.Allen, 1862), Rhogeessa bickhami Baird, Marchán-Rivadeneira, Pérez & Baker, 2012, Rhogeessa io Thomas, 1903, Myotis albescens (E.Geoffroy, 1806), Myotis elegans Hall, 1962, Myotis pilosatibialis LaVal, 1973, Myotis nigricans (Schinz, 1821), Myotis oxyotus (Peters, 1867), Myotis riparius Handley, 1960, Bauerus dubiaquercus (Van Gelder, 1959), Cynomops mexicanus (Jones & Genoways, 1967), Eumops auripendulus (Shaw, 1800), Eumops glaucinus (Wagner, 1843), Eumops hansae Sanborn, 1932, Eumops nanus (Miller, 1900), Eumops underwoodi Goodwin, 1940, Molossus bondae J.A.Allen, 1904, Molossus coibensis J.A.Allen, 1904, Molossus molossus (Pallas, 1766), Molossus pretiosus Miller, 1902, Molossus rufus E.Geoffroy, 1805, Molossus sinaloae J.A.Allen, 1906, Promops centralis Thomas, 1915, Tadarida brasiliensis (I.Geoffroy, 1824), Nyctinomops laticaudatus (E.Geoffroy, 1805), Cebus imitator Thomas, 1903, Saimiri oerstedii (Reinhardt, 1872), Ateles geoffroyi Kuhl, 1820, Alouatta palliata (Gray, 1849), Microsciurus alfari (J.A.Allen, 1895), Sciurus deppei Peters, 1863, Sciurus granatensis Humboldt, 1811, Sciurus variegatoides Ogilby, 1839, Syntheosciurus brochus Bangs, 1902, Heterogeomys cavator (Bangs, 1902), Heterogeomys cherriei J.A.Allen, 1893, Heterogeomys heterodus (Peters, 1865), Heterogeomys underwoodi Osgood, 1931, Heteromys desmarestianus Gray, 1868, Heteromys nubicolens Anderson, 2006, Heteromys oresterus Harris, 1932, Heteromys salvini (Thomas, 1893), Rheomys raptor Goldman, 1912, Rheomys underwoodi Thomas, 1906, Ichthyomys tweedii Anthony, 1921, Sigmodon hirsutus (Burmeister, 1854), Handleyomys alfaroi (J.A.Allen, 1891), Melanomys chrysomelas (Goldman, 1918), Nephelomys devius (Bangs, 1902), Oecomys trinitatis (J.A.Allen & Chapman, 1893), Oligoryzomys costaricensis (J.A.Allen, 1893), Oligoryzomys vegetus (Bangs, 1902), Oryzomys couesi (Alston, 1877), Sigmodontomys alfari J.A.Allen, 1897, Tanyuromys aphrastus Harris, 1932, Transandinomys bolivaris (J.A.Allen, 1901), Transandinomys talamancae (J.A.Allen, 1891), Zygodontomys brevicauda (J.A.Allen & Chapman, 1893), Nyctomys sumichrasti (Saussure, 1860), Ototylomys phyllotis Merriam, 1901, Tylomys watsoni Thomas, 1899, Scotinomys teguina (Alston, 1877), Scotinomys xerampelinus (Bangs, 1902), Peromyscus nudipes J.A.Allen, 1891, Peromyscus nicaraguae J.A.Allen, 1908, Reithrodontomys brevirostris Goodwin, 1943, Reithrodontomys creper Bangs, 1902, Reithrodontomys gracilis J.A.Allen & Chapman, 1897, Reithrodontomys cherrii (J.A.Allen, 1891), Reithrodontomys garichensis (Enders & Pearson, 1940), Reithrodontomys musseri Gardner & Carleton, 2009, Reithrodontomys paradoxus Jones & Genoways, 1970, Reithrodontomys rodriguezi Goodwin, 1943, Reithrodontomys sumichrasti (Saussure, 1861), Sphiggurus mexicanus (Kerr, 1792), Dasyprocta punctata Gray, 1842, Cuniculus paca (Linnaeus, 1766), Hoplomys gymnurus (Thomas, 1897), Proechimys semispinosus (Tomes, 1860), Diplomys labilis (Bangs, 1901), Sylvilagus dicei Harris, 1932, Sylvilagus floridanus (J.A.Allen, 1890), Sylvilagus gabbi (J.A.Allen, 1877), Panthera onca (Linnaeus, 1758), Leopardus pardalis (Linnaeus, 1758), Leopardus tigrinus (Schreber, 1775), Leopardus wiedii (Schinz, 1821), Puma concolor (Linnaeus, 1771), Puma yagouaroundi (É.Geoffroy Saint-Hilaire, 1803), Canis latrans Say, 1823, Urocyon cinereoargenteus (Schreber, 1775), Bassaricyon gabbii J.A.Allen, 1876, Bassariscus sumichrasti (Saussure, 1860), Nasua narica (Linnaeus, 1766), Potos flavus (Schreber, 1774), Procyon cancrivorus G, Procyon lotor (Linnaeus, 1758), Conepatus semistriatus (Boddaert, 1785), Mephitis macroura Lichtenstein, 1832, Spilogale angustifrons Howell, 1902, Eira barbara (Linnaeus, 1758), Galictis vittata (Schreber, 1776), Lontra longicaudis (Olfers, 1818), Mustela frenata Lichtenstein, 1831, Arctocephalus galapagoensis Heller, 1904, Zalophus californianus (Lesson, 1828), Zalophus wollebaeki Sivertsen, 1953, Trichechus manatus Linnaeus, 1758, Tapirus bairdii (Gill, 1865), Pecari tajacu (Linnaeus, 1758), Tayassu pecari (Link, 1795), Mazama temama (Kerr, 1792), Odocoileus virginianus (Zimmermann, 1780), Delphinus delphis Linnaeus, 1758, Feresa attenuata Gray, 1874, Globicephala macrorhynchus Gray, 1846, Grampus griseus (G.Cuvier, 1812), Lagenodelphis hosei Fraser, 1956, Orcinus orca (Linnaeus, 1758), Peponocephala electra (Gray, 1846), Pseudorca crassidens (Owen, 1846), Sotalia guianensis (P.-J.van Bénéden, 1864), Stenella attenuata (Gray, 1846), Stenella clymene (Gray, 1850), Stenella coeruleoalba (Meyen, 1833), Stenella frontalis (G.Cuvier, 1829), Stenella longirostris (Gray, 1828), Steno bredanensis (G.Cuvier, 1828), Tursiops truncatus (Montagu, 1821), Physeter macrocephalus Linnaeus, 1758, Kogia breviceps (Blainville, 1838), Kogia simus (Owen, 1866), Indopacetus pacificus (Longman, 1926), Mesoplodon densirostris (Blainville, 1817), Mesoplodon europaeus (Gervais, 1855), Mesoplodon ginkgodens Nishiwaki & Kamiya, 1958, Mesoplodon peruvianus Reyes, Mead & Van Waerebeek, 1991, Ziphius cavirostris G.Cuvier, 1823, Balaenoptera acutorostrata Lacépède, 1804, Balaenoptera borealis Lesson, 1828, Balaenoptera edeni Anderson, 1879, Balaenoptera musculus (Linnaeus, 1758), Balaenoptera physalus (Linnaeus, 1758), Megaptera novaeangliae (Borowski, 1781))", "Country is Costa Rica", "HasCoordinate is true", "HasGeospatialIssue is false" ] } The dataset includes 35933 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280860-220831081235567/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 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.291 | 0.419 |
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".