Bibliographic record
Abstract
A dataset containing 45518 species occurrences available in GBIF matching the query: { "and" : [ "Country is one of (United States of America, Canada)", "TaxonKey is one of (Ciona intestinalis (Linnaeus, 1767), Ciona intestinalis intestinalis, Styela clava Herdman, 1881, Styela clavata (Pallas, 1774), Ascidiella aspersa (Müller, 1776), Botryllus schlosseri (Pallas, 1766), Botrylloides violaceus Oka, 1927, Butomus umbellatus L., Cabomba caroliniana A.Gray, Caprella mutica Schurin, 1935, Hypophthalmichthys nobilis (Richardson, 1845), Hypophthalmichthys molitrix (Valenciennes, 1844), Ctenopharyngodon idella (Valenciennes, 1844), Cyprinus rubrofuscus Lacepède, 1803, Cyprinus carpio rubrofuscus Lacepède, 1803, Cyprinus carpio carpio, Cyprinus carpio var. carpio, Mylopharyngodon piceus (Richardson, 1846), Carassius gibelio (Bloch, 1782), Trapa natans L., Bythotrephes longimanus Leydig, 1860, Codium fragile subsp. fragile, Eriocheir sinensis H.Milne Edwards, 1853, Hemigrapsus sanguineus (De Haan, 1835), Carcinus maenas (Linnaeus, 1758), Lepomis cyanellus Rafinesque, 1819, Hemimysis anomala G.O.Sars, 1907, Dikerogammarus villosus (Sowinsky, 1894), Didemnum vexillum Kott, 2002, Didemnum vexillum Romanov, 1989, Diplosoma listerianum (Milne Edwards, 1841), Faxonius rusticus (Girard, 1852), Procambarus clarkii (Girard, 1852), Procambarus virginalis Lyko, 2017, Procambarus fallax f. virginalis Martin, Dorn, Kawai, van der Heiden & Scholtz, 2010, Egeria densa Planch., Anacharis densa (Planch.) Vict., Elodea densa (Planch.) Casp., Nymphoides peltata (S.G.Gmel.) Kuntze, Nymphoides peltata S.G.Gmel., Scardinius erythrophthalmus (Linnaeus, 1758), Glyceria maxima Hartm., Glyceria maxima (Hartm.) Holmb., Proterorhinus semilunaris (Heckel, 1837), Proterorhinus marmoratus (Pallas, 1814), Neogobius melanostomus (Pallas, 1814), Neogobius melanostomus affinis (Eichwald, 1831), Gymnocephalus cernuus (Linnaeus, 1758), Acerina cernua (Linnaeus, 1758), Hydrilla verticillata (L.f.) Royle, Hydrilla verticillata C.Presl, 1845, Hydrilla verticillata F.Muell., Hydrocharis morsus-ranae L., Iris pseudacorus L., Eichhornia crassipes (Mart.) Solms, Piaropus crassipes (Mart.) Britton, 1893, Piaropus crassipes (Mart.) Raf., Pontederia crassipes Mart., Pontederia crassipes Roem. & Schult., Pistia stratiotes L., Membranipora membranacea (Linnaeus, 1767), Dreissena bugensis (Andrusov, 1897), Dreissena rostriformis bugensis Andrusov, 1897, Dreissena rostriformis (Deshayes, 1838), Dreissena rostriformis (Deshayes, 1838), Dreissena polymorpha (Pallas, 1771), Dreissena polymorpha (Pallas, 1771), Dreissena polymorpha levis Taktakishvili, 1973, Myriophyllum spicatum L., Myriophyllum spicatum S.G.Gmel., Myriophyllum aquaticum (Vell.) Verdc., Myriophyllum brasiliense Cambess., Enydria aquatica Vell., Potamopyrgus antipodarum (J.E.Gray, 1843), Astronotus ocellatus (Agassiz, 1831), Corbicula fluminea (O.F.Müller, 1774), Echinogammarus ischnus (Stebbing, 1899), Chaetogammarus ischnus (Stebbing, 1899), Najas minor All., Phragmites australis (Cav.) Trin. ex Steud., Phragmites communis Trin., Carassius auratus (Linnaeus, 1758), Channidae, Parachanna Teugels & Daget, 1984, Channa argus (Cantor, 1842), Channa argus kimurai Shih, 1936, Potamogeton crispus L., Potamogeton crispus Laterr., Potamogeton crispus Darl., Cercopagis pengoi (Ostroumov, 1891), Rorippa amphibia (L.) Besser, Rorippa amphibia Linnaeus, 1753, Lythrum salicaria L., Oncorhynchus gorbuscha (Walbaum, 1792), Stratiotes aloides L., Tinca tinca (Linnaeus, 1758), Cipangopaludina chinensis (J.E.Gray, 1833), Cipangopaludina chinensis (Griffith & Pidgeon, 1865), Cipangopaludina chinensis Reeve, 1863, Bellamya chinensis (J.E.Gray, 1833), Viviparus georgianus (I.Lea, 1834), Vivipara contectoides W.G.Binney, 1865, Callinina georgiana (I.Lea, 1834), Nitellopsis obtusa (Desv.) J.Groves)", "Year 2021-2022" ] } The dataset includes 45518 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012388-220831081235567/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 | 0.010 |
| 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) | 0.262 | 0.391 |
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".