Bibliographic record
Abstract
A dataset containing 8450659 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Abeomelomys sevia (Tate & Archbold, 1935), Abrocoma famatina Thomas, 1920, Abrocoma shistacea Thomas, 1921, Abrothrix sanborni (Osgood, 1943), Acomys minous Bate, 1906, Acomys nesiotes Bate, 1903, Aepeomys lugens (Thomas, 1896), Akodon philipmyersi Pardiñas, D'Elia, Cirignoli & Suarez, 2005, Akodon sylvanus Thomas, 1921, Alionycteris paucidentata Kock, 1969, Allactaga hotsoni Thomas, 1920, Alticola albicaudus (True, 1894), Alticola olchonensis Litvinov, 1960, Amblysomus marleyi Roberts, 1931, Amblysomus robustus Bronner, 2000, Antechinus adustus (Thomas, 1923), Antechinus godmani (Thomas, 1923), Antechinus leo Van Dyck, 1980, Antechinus subtropicus Van Dyck & Crowther, 2000, Apomys hylocetes Mearns, 1905, Ardops nichollsi (Thomas, 1891), Arielulus cuprosus (Hill & Francis, 1984), Artibeus schwartzi Jones, 1978, Avahi mooreorum Lei, Engberg, Andriantompohavana, McGuire, Mittermeier, Zaonarivelo, Brenneman & Louis Jr., 2008, Axis calamianensis (Heude, 1888), Balantiopteryx infusca (Thomas, 1897), Batomys granti Thomas, 1895, Biswamoyopterus biswasi Saha, 1981, Bunomys fratrorum (Thomas, 1896), Bunomys penitus (Miller & Hollister, 1921), Burramys parvus Broom, 1896, Callosciurus melanogaster (Thomas, 1895), Calomyscus grandis Schlitter & Setzer, 1973, Calomyscus urartensis Vorontsov & Kartavseva, 1979, Capra caucasica Güldenstaedt & Pallas, 1783, Carpitalpa arendsi (Lundholm, 1955), Carpomys melanurus Thomas, 1895, Carpomys phaeurus Thomas, 1895, Cebus malitiosus Elliot, 1909, Cephalophus adersi Thomas, 1918, Cephalophus spadix True, 1890, Chaetocauda sichuanensis Wang, 1985, Chilonatalus tumidifrons Miller, 1903, Chiroderma improvisum Baker & Genoways, 1976, Chiropodomys karlkoopmani Musser, 1979, Chiropodomys muroides Medway, 1965, Chlorocebus djamdjamensis (Neumann, 1902), Chodsigoa caovansunga Lunde, Musser & Son, 2003, Chrotomys silaceus (Thomas, 1895), Craseonycteris thonglongyai Hill, 1974, Crateromys schadenbergi (Meyer, 1895), Cratogeomys fulvescens Merriam, 1895, Cratogeomys merriami (Thomas, 1893), Cratogeomys perotensis Merriam, 1895, Cratogeomys planiceps (Merriam, 1895), Crocidura allex Osgood, 1910, Crocidura ansellorum Hutterer & Dippenaar, 1987, Crocidura arabica Hutterer & Harrison, 1988, Crocidura arispa Spitzenberger, 1971, Crocidura baluensis Thomas, 1898, Crocidura brunnea Jentink, 1888, Crocidura kivuana Heim de Balsac, 1968, Crocidura lanosa Heim de Balsac, 1968, Crocidura lucina Dippenaar, 1980, Crocidura manengubae Hutterer, 1982, Crocidura monax Thomas, 1910, Crocidura picea Sanderson, 1940, Crocidura ramona Ivanitskaya, Shenbrot & Nevo, 1996, Crocidura susiana Redding & Lay, 1978, Crocidura tansaniana Hutterer, 1986, Crocidura ultima Dollman, 1915, Crocidura usambarae Dippenaar, 1980, Crocidura watasei Kuroda, 1924, Crocidura wuchihensis Wang, 1966, Crocidura zaphiri Dollman, 1915, Crunomys fallax Thomas, 1897, Cryptochloris zyli Shortridge & Carter, 1938, Gracilinanus microtarsus guahybae (Tate, 1931), Cryptotis colombiana Woodman & Timm, 1993, Cryptotis endersi Setzer, 1950, Cryptotis phillipsii (Schaldach, 1966), Cryptotis tamensis Woodman, 2002, Ctenomys azarae Thomas, 1903, Ctenomys bergi Thomas, 1902, Ctenomys brasiliensis Blainville, 1826, Ctenomys latro Thomas, 1918, Ctenomys lewisi Thomas, 1926, Ctenomys peruanus Sanborn & Pearson, 1947, Dasyprocta guamara Ojasti, 1972, Delanymys brooksi Hayman, 1962, Dendrolagus bennettianus De Vis, 1886, Dendrolagus lumholtzi Collett, 1884, Dendrolagus mbaiso Flannery, Boeadi & Szalay, 1995, Dendrolagus scottae Flannery & Seri, 1990, Dendromus oreas Osgood, 1936, Dendromus ruppi Dieterlen, 2009, Desmomys yaldeni Lavrenchenko, 2003, Dicrostonyx unalascensis Merriam, 1900, Dicrostonyx vinogradovi Ognev, 1948, Dipodomys gravipes Huey, 1925, Dipodomys ingens (Merriam, 1904), Dipodomys stephensi (Merriam, 1907), Dobsonia beauforti Bergmans, 1975, Dobsonia pannietensis (De Vis, 1905), Echiothrix leucura Gray, 1867, Eliurus penicillatus Thomas, 1908, Ellobius alaicus Vorontsov et al., 1969, Eothenomys chinensis (Thomas, 1891), Eothenomys wardi (Thomas, 1912), Cassistrellus dimissus (Thomas, 1916), Eptesicus guadeloupensis Genoways & Baker, 1975, Eptesicus tatei Ellerman & Morrison-Scott, 1951, Eudiscopus denticulus (Osgood, 1932), Eulemur collaris (É.Geoffroy Saint-Hilaire, 1812), Eulemur coronatus (Gray, 1842), Eulemur flavifrons (Gray, 1867), Eulemur macaco (Linnaeus, 1766), Eulemur sanfordi (Archbold, 1932), Feroculus feroculus (Kelaart, 1850), Funambulus layardi (Blyth, 1849), Funisciurus duchaillui Sanborn, 1953, Geomys tropicalis Goldman, 1915, Gerbillus grobbeni Klaptocz, 1909, Gerbillus hoogstraali Lay, 1975, Dipodillus lowei (Thomas & Hinton, 1923), Gerbillus principulus (Thomas & Hinton, 1923), Grammomys gigas (Dollman, 1911), Graphiurus johnstoni (Thomas, 1898), Hadromys humei (Thomas, 1886), Hadromys yunnanensis Yang & Wang, 1987, Haeromys minahassae (Thomas, 1896), Handleyomys intectus (Thomas, 1921), Hemibelideus lemuroides (Collett, 1884), Hesperoptenus doriae (Peters, 1868), Heteromys nelsoni Merriam, 1902, Heteromys oasicus Anderson, 2003, Heteromys oresterus Harris, 1932, Liomys spectabilis Genoways, 1971, Hipposideros coxi Shelford, 1901, Hipposideros demissus K.Andersen, 1909, Doryrhina edwardshilli (Flannery & Colgan, 1993), Hipposideros hypophyllus Kock & Bhat, 1994, Hybomys lunaris (Thomas, 1906), Hylobates klossii (Miller, 1903), Hylomys megalotis Jenkins & M.F.Robinson, 2002, Hylomys parvus Robinson & Kloss, 1916, Hyosciurus ileile Tate & Archbold, 1936, Mirostrellus joffrei (Thomas, 1915), Iomys sipora Chasen & Kloss, 1928, Isothrix sinnamariensis Vie et al., 1996, Isthmomys flavidus (Bangs, 1902), Isthmomys pirrensis (Goldman, 1912), Kerivoula agnella Thomas, 1908, Kerivoula krauensis Francis, Kingston & Zubaid, 2007, Laonastes aenigmamus Jenkins, Kilpatrick, Robinson & Timmins, 2005, Lariscus obscurus (Miller, 1903), Lasiurus castaneus Handley, 1960, Lemmus portenkoi Tchernyavsky, 1967, Leontopithecus rosalia (Linnaeus, 1766), Leopoldamys milleti (Robinson & Kloss, 1922), Leopoldamys siporanus (Thomas, 1895), Lepilemur dorsalis Gray, 1870, Lepilemur edwardsi (Forsyth Major, 1894), Lepilemur fleuretae Louis Jr., Engberg, Lei, Geng, Sommer, Randriamampionona, Randriamanana, Zaonarivelo et al., 2006, Lepilemur scottorum Lei, Engberg, Andriantompohavana, McGuire, Mittermeier, Zaonarivelo, Brenneman & Louis Jr., 2008, Lepus castroviejoi Palacios, 1977, Limnomys sibuanus Mearns, 1905, Lonchophylla chocoana Dávalos, 2004, Lonchophylla orcesi Albuja & Gardner, 2005, Lophuromys medicaudatus Dieterlen, 1975, Lophuromys rahmi Verheyen, 1964, Loris tardigradus (Linnaeus, 1758), Macaca munzala Sinha, Datta, Madhusudan & Mishra, 2005, Macaca nigra (Desmarest, 1822), Macaca nigrescens (Temminck, 1849), Macaca pagensis (Miller, 1903), Macaca siberu Fuentes & Olson, 1995, Marmosops creightoni Voss, Tarifa & Yensen, 2004, Marmosops juninensis (Tate, 1931), Marmosops pakaraimae Voss, Lim, Díaz-Nieto & Jansa, 2013, Marmota menzbieri (Kashkarov, 1925), Marmota olympus (Merriam, 1898), Maxomys alticola (Thomas, 1888), Maxomys bartelsii (Jentink, 1910), Maxomys pagensis (Miller, 1903), Megadendromus nikolausi Dieterlen & Rupp, 1978, Megadontomys thomasi (Merriam, 1898), Melasmothrix naso Miller & Hollister, 1921, Melomys cooperae Kitchener, 1995, Melomys frigicola Tate, 1951, Melomys matambuai Flannery, Colgan & Trimble, 1994, Melomys obiensis (Thomas, 1911), Meriones sacramenti Thomas, 1922, Mesocricetus auratus (Waterhouse, 1839), Mico marcai (Alperin, 1993), Microgale jenkinsae Goodman & Soarimalala, 2004, Microgale longicaudata Thomas, 1882, Micronycteris matses Simmons, Voss & Fleck, 2002, Microtus canicaudus Miller, 1897, Microtus irani Thomas, 1921, Microtus transcaspicus Satunin, 1905, Microtus schidlovskii Argyropulo, 1933, Miniopterus fuscus Bonhote, 1902, Miniopterus griveaudi Harrison, 1959, Miniopterus petersoni Goodman, Ramasindrazana, Maminirina, Schoeman & Appleton, 2011, Miniopterus robustior Revilliod, 1914, Cabreramops aequatorianus (Cabrera, 1917), Monophyllus plethodon Miller, 1900, Mormopterus acetabulosus (Hermann, 1804), Mormopterus doriae K.Andersen, 1907, Mormopterus phrudus Handley, 1956, Muntiacus truongsonensis (Giao, Tuoc, Dung, Wikramanayake, Amato, Arctander & Mackinnon, 1997), Murina harrisoni Csorba & Bates, 2005, Mus crociduroides (Robinson & Kloss, 1916), Mus cypriacus Cucchi, Orth, Auffray, Renaud, Fabre, Catalan, Hadjisterkotis, Bonhomme & Vigne, 2006, Mus fernandoni (Phillips, 1932), Mus mayori (Thomas, 1915), Myosorex blarina Thomas, 1906, Myosorex gnoskei Peterhans, Hutterer, Kaliba & Mazibuko, 2008, Myosorex kihaulei Stanley & Hutterer, 2000, Myosorex longicaudatus Meester & Dippenaar, 1978, Myosorex okuensis Heim de Balsac, 1968, Myosorex tenuis Thomas & Schwann, 1905, Myosorex zinki Heim de Balsac & Lamotte, 1956, Myotis dominicensis Miller, 1902, Myotis martiniquensis LaVal, 1973, Myotis peninsularis Miller, 1898, Myotis stalkeri Thomas, 1910, Natalus stramineus Gray, 1838, Neamblysomus gunningi (Broom, 1908), Nelsonia goldmani Merriam, 1903, Neodon linzhiensis Liu, Sun, Liu, Wang, Guo & Murphy, 2012, Neonycteris pusilla (Sanborn, 1949), Neopteryx frosti Hayman, 1946, Laephotis malagasyensis (Peterson, Eger & Mitchell, 1995), Tamias alpinus Merriam, 1893, Neotoma angustapalata Baker, 1951, Nephelomys caracolus (Thomas, 1914), Nephelomys devius (Bangs, 1902), Niviventer cameroni (Chasen, 1940), Niviventer culturatus (Thomas, 1917), Niviventer hinpoon (J.T.Marshall Jr., 1976), Niviventer lepturus (Jentink, 1879), Nomascus nasutus (Kunkel d'Herculais, 1884),
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 | 0.009 |
| 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) | 0.365 | 0.463 |
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".