Bibliographic record
Abstract
A dataset containing 78035 species occurrences available in GBIF matching the query: { "and" : [ "Country is Canada", "TaxonKey is one of (Acleris curvalana (Kearfott, 1907), Acrobasis vaccinii Riley, 1884, Acronicta impressa Walker, 1856, Actebia fennica Tauscher, 1806, Agrotis ipsilon (Hufnagel, 1766), Altica sylvia Malloch, 1919, Amphipyra pyramidoides Guenée, 1852, Anthonomus musculus Say & T., 1832, Archips rosana (Linnaeus, 1758), Argyrotaenia mariana (Fernald, 1882), Argyrotaenia velutinana (Walker, 1863), Aroga trialbamaculella (Chambers, 1875), Autographa californica Speyer, 1875, Biston betularia (Linnaeus, 1758), Caliroa distincta, Catinathrips kainos O'Neill, 1967, Choristoneura parallela (Robinson, 1869), Choristoneura rosaceana (Harris, 1841), Chrysoteuchia topiarius Zeller, 1866, Cingilia catenaria Swett, 1914, Clastoptera saintcyri Provancher, 1872, Clepsis spectrana (Treitschke, 1830), Conotrachelus nenuphar Harris, 1841, Dasineura oxycoccana (Johnson, 1899), Drosophila suzukii (Matsumura, 1931), Ectropis crepuscularia (Denis & Schiffermüller), 1775, Epiglaea apiata Grote, 1874, Ematurga amitaria (Guenée), Ericaphis scammelli (Mason, 1940), Ericaphis fimbriata (Richards, 1959), Eutrapela clemataria (Smith, 1797), Frankliniella vaccinii Morgan, 1930, Grapholita packardi (Zeller, 1875), Grapholita prunivora (Walsh, 1868), Halyomorpha halys (Stål, 1855), Hemadas nubilipennis (Ashmead, 1887), Hyphantria cunea (Drury, 1773), Illinoia azaleae (Mason, 1925), Illinoia pepperi (MacGillivray, 1958), Iridopsis ephyraria (Walker, 1860), Lambdina fiscellaria (Guenée, 1857), Lotisma trigonana (Walsingham, 1879), Lycia ursaria (Walker, 1860), Lygus hesperus Knight, 1917, Lygus lineolaris (Palisot de Beauvois, 1818), Lymantria dispar Linnaeus, 1758, Macaria argillacearia (Packard, 1874), Macaria brunneata (Thunberg, 1784), Macaria sulphurea (Packard, 1873), Macrodactylus subspinosus (Fabricius, 1775), Malacosoma californica (Packard, 1864), Malacosoma disstria Hübner, Melanolophia canadaria (Guenée, 1857), Melanchra picta Harris, 1841, Nematocampa resistaria (Herrich-Schäffer), Neochlamisus cribripennis (LeConte, 1878), Pristiphora litura, Ochropleura implecta Lafontaine, 1998, Operophtera bruceata (Hulst, 1886), Operophtera brumata (Linnaeus, 1758), Orgyia antiqua (Linnaeus, 1758), Orgyia leucostigma J.E.Smith, 1797, Orthosia hibisci Guenée, 1852, Otiorhynchus ovatus (Linnaeus, 1758), Otiorhynchus rugosostriatus (Goeze, 1777), Otiorhynchus singularis (Linnaeus, 1767), Otiorhynchus sulcatus (Fabricius, 1775), Pandemis limitata (Robinson, 1869), Parthenolecanium corni (Bouché, 1844), Phigalia titea (Cramer, 1780), Polydrusus sericeus (Schaller, 1783), Popillia japonica Newman, 1838, Pseudococcus maritimus (Ehrhorn, 1900), Plusia putnami Grote, 1873, Rhagoletis mendax Curran, 1932, Rhizaspidiotus dearnessi (Cockerell, 1898), Amphimallon majale (Razoumowsky, 1789), Rhopobota naevana (Hübner, 1817), Scaphytopius magdalensis (Provancher, 1889), Sciaphilus asperatus (Bonsdorff, 1785), Sciopithes obscurus LeConte, 1876, Sparganothis sulfureana (Clemens, 1860), Speranza argillacearia (Packard, 1874), Spilonota ocellana (Denis & Schiffermüller), 1775, Systena frontalis (Fabricius, 1801), Caliroa cerasi (Linnaeus, 1758), Tetranychus urticae Koch, 1836, Xylena nupera Lintner, 1874)" ] } The dataset includes 78035 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0205812-230224095556074/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) | 0.002 | 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 | 0.003 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.307 | 0.416 |
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".