Bibliographic record
Abstract
A dataset listing the 775 species recorded in GBIF matching the query: { "and" : [ "TaxonKey is one of (Adoptysma anomalanala Novokshonov, 1993, Amechanites costatus Haupt, 1956, Anomalopsyche minuta (Schmid, 1957), Contulma adamsae Holzenthal & Flint, 1995, Contulma bacula Holzenthal & Flint, 1995, Contulma boliviensis, Contulma caldensis Holzenthal & Flint, 1995, Contulma cataracta Holzenthal & Flint, 1995, Contulma colombiensis Holzenthal & Flint, 1991, Contulma costaricensis Holzenthal & Flint, 1995, Contulma cranifer Flint, 1969, Contulma echinata Holzenthal & Flint, 1995, Contulma ecuadorensis Holzenthal & Flint, 1995, Contulma fluminensis, Contulma inornata Holzenthal & Flint, 1995, Contulma lanceolata Holzenthal & Flint, 1995, Contulma lina Holzenthal, Ríos-Touma & Rázuri-Gonzales, 2017, Contulma meloi, Contulma nevada Holzenthal & Flint, 1995, Contulma paluguillensis Holzenthal & Ríos-Touma, 2012, Contulma papallacta Holzenthal & Flint, 1995, Contulma penai Holzenthal & Flint, 1995, Contulma quito Holzenthal, Ríos-Touma & Rázuri-Gonzales, 2017, Contulma sancta Holzenthal & Flint, 1995, Contulma sangay Holzenthal, Ríos-Touma & Rázuri-Gonzales, 2017, Contulma spinosa Holzenthal & Flint, 1991, Contulma talamanca Holzenthal & Flint, 1995, Contulma tapanti Holzenthal & Flint, 1995, Contulma tica Holzenthal & Flint, 1995, Contulma tijuca Holzenthal & Flint, 1995, Contulma tripui, Contulma valverdei Holzenthal & Flint, 1995, Antipodoecia turneri Mosely, 1934, Allomyia acanthis (Ross, 1950), Allomyia bifosa (Ross, 1950), Allomyia cascadis (Ross, 1950), Allomyia chama (Denning, 1953), Allomyia cidoipes (Schmid, 1968), Allomyia coronae Levanidova & Arefina, 1995, Allomyia delicatula Levanidova & Arefina, 1995, Allomyia gnathos (Ross, 1950), Allomyia hector (Nimmo, 1971), Allomyia picoides (Ross, 1950), Allomyia renoa (Milne, 1935), Allomyia sajanensis Levanidova, 1967, Allomyia scotti (Wiggins, 1973), Allomyia sichotalinensis (Martynov, 1935), Allomyia thomasi Nimmo, 1977, Allomyia tripunctata (Banks, 1900), Apatania aberrans (Martynov, 1933), Apatania aison Malicky, 1997, Apatania alberta Nimmo, 1971, Apatania amathira Olah, 1994, Apatania arizona Wiggins, 1973, Apatania auctumnalis Mey & Malicky, 1993, Apatania auricula (Forsslund, 1930), Apatania avyddhagada Schmid, 1968, Apatania barri Smith, 1969, Apatania bhimagada Schmid, 1968, Apatania bicruris Leng & Yang, 1998, Apatania biwaensis Nishimoto, 1994, Apatania blacki Sykora & Weaver, 1978, Apatania brevis (Mosely, 1936), Apatania carpathica Schmid, 1954, Apatania cedri Malicky & Dia, 1997, Apatania chasica (Denning, 1954), Apatania chokaiensis Kobayashi, 1973, Apatania cimbrica (Nielsen, 1950), Apatania comosa (Denning, 1949), Apatania complexa (Martynov, 1935), Apatania copiosa (McLachlan, 1875), Apatania crassa Schmid, 1953, Apatania crymophila McLachlan, 1880, Apatania cypria Tjeder, 1952, Apatania devisaraspali Schmid, 1968, Apatania dirghabahu Schmid, 1968, Apatania doehleri Schmid, 1954, Apatania eatoniana McLachlan, 1880, Apatania extenta (Kimmins, 1950), Apatania fimbriata (Pictet, 1834), Apatania forsslundi Tobias, 1981, Apatania grandimera Ivanov, 1991, Apatania hamardabanica Mey, 1994, Apatania helvetica Schmid, 1954, Apatania hirtipes (Curtis, 1835), Apatania hispida (Forsslund, 1930), Apatania immensa Leng & Yang, 1998, Apatania incerta (Banks, 1897), Apatania insularis Levanidova, 1979, Apatania intermedia (Nielsen, 1950), Apatania irinae Grigorenko, 1991, Apatania ishikawai Schmid, 1964, Apatania isimongolica Leng & Yang, 1998, Apatania kalariana Schmid, 1961, Apatania koizumii Iwata, 1927, Apatania kyotoensis Tsuda, 1939, Apatania lenica Ivanov, 1991, Apatania majuscula McLachlan, 1872, Apatania malaisei (Kimmins, 1950), Apatania maritima Ivanov & Levanidova, 1993, Apatania mercantoura Botosaneanu & Giudicelli, 2004, Apatania meridiana McLachlan, 1880, Apatania mirabilis Martynov, 1909, Apatania moharamana (Schmid, 1961), Apatania momoyaensis Kobayashi, 1973, Apatania mongolica Martynov, 1914, Apatania muliebris McLachlan, 1866, Apatania naumanni Mey & Malicky, 2021, Apatania nielseni Schmid, 1954, Apatania nigra (Walker, 1852), Apatania nikkoensis Tsuda, 1939, Apatania olympica Malicky, 1982, Apatania parvula (Martynov, 1935), Apatania praevolans (Morse, 1971), Apatania protracta Qiu, 2018, Apatania robusta Leng & Yang, 1998, Apatania rossi (Morse, 1971), Apatania sachalinensis Martynov, 1914, Apatania sarkandensis Ivanov, 1991, Apatania scandinavica Forsslund, 1975, Apatania schmidi Nishimoto, 1988, Apatania schmidiana Ivanov & Grigorenko, 1991, Apatania semicircularis Leng & Yang, 1998, Apatania shirahatai Kobayashi, 1973, Apatania shoshone Banks, 1924, Apatania sinensis (Martynov, 1914), Apatania sorex (Ross, 1941), Apatania spiculata Yang & Wang, 1997, Apatania stigmatella (Zetterstedt, 1840), Apatania stylata Navas, 1916, Apatania subtilis Martynov, 1909, Apatania sulciformis Leng & Yang, 1998, Apatania taiwanensis Kobayashi, 1987, Apatania tavala (Denning, 1953), Apatania tcharvakensis Ivanov, 1991, Apatania tenuispina Schmid, 1963, Apatania theischingerorum Malicky, 1981, Apatania tridigitulus Hwang, 1957, Apatania trifurca Tian & Sun, 1992, Apatania tsudai Schmid, 1954, Apatania ulmeri (Schmid, 1950), Apatania vepsica Ivanov, 1991, Apatania volscorum Moretti & Cianficconi, Apatania wallengreni McLachlan, 1871, Apatania xenophanes, Apatania yenchingensis Ulmer, 1932, Apatania zonella (Zetterstedt, 1840), Apataniana borcka Sipahiler, 1996, Apataniana bulbosa (Martynov, 1918), Apataniana charadija Schmid, 1968, Apataniana cornuta Ivanov, 1991, Apataniana elongata (McLachlan, 1875), Apataniana hellenica Malicky, 1987, Apataniana hutchinsoni Mosely, 1936, Apataniana impexa Schmid, 1968, Apataniana pamirensis Mey & Levanidova, 1989, Apataniana propria Mey, 1986, Apataniana rauschorum Malicky, 1999, Apataniana stropones Malicky, 1993, Apataniana tschuktschorum Levanidova, 1979, Apataniana vardusia Malicky, 1992, Apatidelia acuminata Leng & Yang, 1998, Apatidelia gansuensis Mey, 1997, Apatidelia martynovi Mosely, 1942, Apatidelia morsei Xu & Sun, 2017, Apatidelia paramartynovi Qiu, 2018, Baicalina bellicosa Martynov, 1914, Baicalina levanidovae Ivanov & Menshutkina, 1996, Baicalina reducta Martynov, 1924, Baicalina tallingi Rozhkova, 1996, Baicalina thamastoides Martynov, 1914, Baicalinella foliata (Martynov, 1914), Baicaloides ovalis (Martynov, 1914), Electroapatania fossilis Wichard, 2013, Manophylax altus (Huryn & Wallace, 1984), Manophylax annulatus Wiggins, 1973, Manophylax butleri Schuster, 1997, Manophylax futabae Nishimoto, 1997, Manophylax omogoensis Nishimoto, 1997, Moropsyche apicalis Kobayashi, 1985, Moropsyche avikritanga Schmid, 1968, Moropsyche baishanzuensis Leng & Yang, 1998, Moropsyche chandrabuchita Schmid, 1968, Moropsyche circumflexa Mey, 1997, Moropsyche dawuensis Qiu, 2018, Moropsyche dirghakarni Schmid, 1968, Moropsyche exophila Mey, 1997, Moropsyche falcata (Kimmins, 1950), Moropsyche gairichringiya Schmid, 1968, Moropsyche gerolan Malicky & Chantaramongkol, 1991, Moropsyche girautcharichnu Schmid, 1968, Moropsyche girikchit Schmid, 1968, Moropsyche higoana Kobayashi, 1971, Moropsyche huaysailianga Malicky & Chantaramongkol, 1989, Moropsyche incerta (Martynov, 1936), Moropsyche krichnaruna Schmid, 1968, Moropsyche limacodes Malicky, 1995, Moropsyche moselyi (Kimmins, 1950), Moropsyche parvissima Schmid, 1954, Moropsyche parvula Banks, 1906, Moropsyche primigena Mey, 1997, Moropsyche primordiata Mey, 1997, Moropsyche spinifera Nishimoto, 1989, Moropsyche suteminn Malicky & Chantaramongkol, 1991, Moropsyche tenuis (Kimmins, 1950), Moropsyche trikonakarni Schmid, 1968, Moropsyche urdhvakarni Schmid, 1968, Moropsyche vanegudha Schmid, 1986, Moropsyche vauliah Malicky & Mey, 2020, Moropsyche yugawarana Kobayashi, 1983, Moselyana comosa Denning, 1949, Notania adhanya Schmid, 1968, Notania brunnea Mosely, 1950, Notania itarichta Schmid, 1968, Notania kricha Schmid, 1968, Notania penicillata Kimmins, 1950, Pedomoecus sierra Ross, 1947, Proradema furcatella Mey, 1993, Protobaicalina hageni Ivanov & Menshutkina, 1996, Protobaicalina multispinosa (Mey, 1994), Protobaicalina nigrostriata (Martynov, 1914), Protobaicalina spinosa (Martynov, 1914), Protobaicalina tallingi, Pseudoradema baicalensis (Martynov, 1914), Pseudoradema setosum (Martynov, 1924), Radema infernale Hagen, 1872, Talgara nikolaevi (Mey & Jung, 1989), Thamastes dipterus Hagen, 1858, Atriplectides dubius Mosely, 1936, Atriplectides ikmaleus Neboiss, 1999, Hughscottiella auricapilla Ulmer, 1910, Leptodermatopteryx tenuis Ulmer, 1910, Neoatriplectides desiderata, Neoatriplectides froehlichi Holzenthal, 1997, Baissoferus elegans Sukatsheva & Aristov, 2022, Baissoferus immemoris Sukacheva, 1992, Baissoferus latus Sukacheva, 1968, Baissoferus nigrapex Sukacheva, 1968, Baissoferus udaensis Sukacheva, 1982, Khutelia jarzembowskii Sukatsheva & Sinitshenkova, 2022, Baissoferus sinitsae (Sukatsheva & Vassilenko, 2013), Pardoferus vitimicus Sukatsheva & Aristov, 2022, Barbarochthon brunneum Barnard, 1934, Beraea alva Malicky, 1975, Beraea aureomarginata Mosely, 1930, Beraea auresi Vaillant, 1953, Beraea botosaneanui Moretti, 1981, Beraea crichtoni Moretti, 1981, Beraea dira McLachlan, 1875, Beraea fontana Wiggins, 1954, Beraea gorteba Ross, 1944, Beraea iglesiensis Malicky, 1981, Beraea ilvae Moretti, 1981, Beraea malahiguerra Schmid, 1952, Beraea malatebrera Schmid, 1952, Beraea maurus (Curtis, 1834), Beraea morettii Malicky, 1981, Beraea nigritta Banks, 1897, Beraea pallida Mosely, 1930, Beraea pullata (Curtis, 1834), Beraea rostrata (Martynov, 1913), Beraea terrai Malicky, 1975, Beraea tschundra Malicky, 1977, Beraea walteri Malicky, 1975,
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 | 0.001 |
| Bibliometrics | 0.007 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.562 | 0.610 |
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".