Bibliographic record
Abstract
A dataset containing 15216 species occurrences available in GBIF matching the query: { "and" : [ "VerbatimScientificName is one of (Alauda arvensis, Alectoris chukar, Alosa sapidissima, Ameiurus melas, Ameiurus nebulosus, Ascidiella aspersa, Astronotus ocellatus, Balantiocheilos melanopterus, Batillaria attramentaria, Bellamya chinensis, Betta splendens, Botrylloides violaceus, Botryllus schlosseri, Callipepla californica, Canis familiaris, Carassius auratus, Cecina manchurica, Ocinebrellus inornatus, Chromobotia macracanthus, Cichlasoma nigrofasciatum, Ciona intestinalis, Trichogaster lalius, Columba livia, Corbicula fluminea, Coregonus clupeaformis, Craspedacusta sowerbii, Crassostrea gigas, Ctenopharyngodon idella, Cygnus olor, Cyprinus carpio, Dallia pectoralis, Dama dama, Danio rerio, Dendrobaena octaedra, Didemnum vexillum, Diplosoma listerianum, Dreissena bugensis, Dreissena polymorpha, Equus caballus, Esox lucius, Esox niger, Felis catus, Gambusia affinis, Geukensia demissa, Gymnocephalus cernuus, Gymnocorymbus ternetzi, Gyrinocheilus aymonieri, Helostoma temminkii, Hemichromis bimaculatus, Hemigrammus erythrozonus, Hucho hucho, Hyphessobrycon eques, Hyphessobrycon erythrostigma, Hyphessobrycon herbertaxelrodi, Hyphessobrycon pulchripinnis, Hypophthalmichthys nobilis, Ictiobus cyprinellus, Ictiobus niger, Lepomis gibbosus, Lepomis gulosus, Lepomis humilis, Lepus europaeus, Littorina littorea, Maeotias marginata, Membranipora membranacea, Metynnis hypsauchen, Micropterus dolomieu, Micropterus salmoides, Moenkhausia sanctaefilomenae, Morone americana, Mus musculus, Musculista senhousia, Myodes glareolus, Mytilus galloprovincialis, Nassarius fraterculus, Neogobius melanostomus, Notropis buchanani, Notropis texanus, Noturus insignis, Noturus stigmosus, Oncorhynchus aguabonita, Oncorhynchus masou, Oncorhynchus mykiss, Oryctolagus cuniculus, Osmerus mordax, Ostrea edulis, Ovatella myosotis, Paracheirodon innesi, Passer domesticus, Passer montanus, Patinopecten yessoensis, Perca flavescens, Perdix perdix, Perna perna, Petromyzon marinus, Phasianus colchicus, Pinctada margaritifera, Platichthys flesus, Podarcis muralis, Poecilia latipinna, Poecilia reticulata, Poecilia sphenops, Pomoxis nigromaculatus, Proterorhinus marmoratus, Proterorhinus semilunaris, Puntius conchonius, Puntius tetrazona, Pygocentrus nattereri, Pylodictis olivaris, Rattus norvegicus, Rattus rattus, Rhinella marina, Ruditapes philippinarum, Salmo trutta, Salmo trutta, Salvelinus fontinalis, Scardinius erythrophthalmus, Schizoporella unicornis, Streptopelia decaocto, Sturnus vulgaris, Styela clava, Sus scrofa, Tanichthys albonubes, Tinca tinca, Trachemys scripta, Trapezium liratum, Trichogaster trichopterus, Turritopsis nutricula, Xiphophorus hellerii, Xiphophorus maculatus)", "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)", "Country is one of (Canada)", "HasCoordinate is true", "OccurrenceStatus is Present", "Year is greater than or equal to 2001", "Year is less than or equal to 2020", "CoordinateUncertaintyInMeters is less than 1000", "ScientificName is not null", "DecimalLongitude is not null", "DecimalLatitude is not null" ] } The dataset includes 15216 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003267-240506114902167/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 | 0.005 |
| 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 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.311 | 0.410 |
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".