Bibliographic record
Abstract
A dataset containing 3678 species occurrences available in GBIF matching the query: { "and" : [ { "or" : [ "BasisOfRecord is Observation", "BasisOfRecord is Machine Observation", "BasisOfRecord is Human Observation", "BasisOfRecord is Material sample", "BasisOfRecord is Literature Occurrence", "BasisOfRecord is Specimen", "BasisOfRecord is Living Specimen", "BasisOfRecord is Unknown evidence" ] }, "Country is Canada", { "or" : [ "TaxonKey is Deschampsia mackenzieana Raup", "TaxonKey is Dicrostonyx hudsonius (Pallas, 1778)", "TaxonKey is Dicrostonyx nunatakensis Youngman, 1967", "TaxonKey is Dodia tarandus Macaulay & Schmidt, 2009", "TaxonKey is Dodia verticalis Lafontaine & Troubridge, 2000", "TaxonKey is Draba bruce-bennettii Al-Shehbaz", "TaxonKey is Draba caswellii G.A.Mulligan & Al-Shehbaz", "TaxonKey is Draba cayouettei G.A.Mulligan & Al-Shehbaz", "TaxonKey is Draba franktonii G.A.Mulligan & Al-Shehbaz", "TaxonKey is Draba kluanei G.A.Mulligan", "TaxonKey is Draba peasei Fernald", "TaxonKey is Draba puvirnituqii G.A.Mulligan & Al-Shehbaz", "TaxonKey is Draba pycnosperma Fernald & C.H.Knowlt.", "TaxonKey is Draba scotteri G.A.Mulligan", "TaxonKey is Draba simmonsii Elven & Al-Shehbaz", "TaxonKey is Draba yukonensis A.E.Porsild", "TaxonKey is Picoides villosus picoideus (Osgood, 1901)", "TaxonKey is Dulichium arundinaceum var. boreale Lepage", "TaxonKey is Dulichium arundinaceum var. boreale Britton", "TaxonKey is Elatine ojibwayensis Garneau", "TaxonKey is Enemion savilei (Calder & Taylor) Keener", "TaxonKey is Enemion savilei (Calder & R.L.Taylor) M.Tamura", "TaxonKey is Epilobium ciliatum var. ecomosum (Fassett) B.Boivin", "TaxonKey is Erigeron philadelphicus var. glaber J.K.Henry", "TaxonKey is Erigeron trifidus Schltdl., 1856", "TaxonKey is Erigeron trifidus Larrañaga, 1923", "TaxonKey is Erigeron trifidus Hook.", "TaxonKey is Euchalcia borealis Lafontaine & Poole, 1991", "TaxonKey is Euphrasia vinacea P.D.Sell & Yeo", "TaxonKey is Euxoa apopsis Troubridge & Lafontaine, 2010", "TaxonKey is Euxoa chimoensis Hardwick, 1966", "TaxonKey is Euxoa muldersi Lafontaine & Hensel, 2010", "TaxonKey is Feltia troubridgei Lafontaine, 2004", "TaxonKey is Festuca prolifera var. lasiolepis Fernald", "TaxonKey is Festuca pseudovivipara (Pavlick) Pavlick", "TaxonKey is Festuca saximontana var. robertsiana Pavlick", "TaxonKey is Formica arcana Scudder, 1877", "TaxonKey is Frullania hattoriana J.D.Godfrey & G.Godfrey", "TaxonKey is Fossaria alberta (F.C.Baker, 1919)", "TaxonKey is Gentianopsis detonsa subsp. nesophila (Holm) J.S.Pringle", "TaxonKey is Gentianopsis detonsa subsp. raupii (A.E.Porsild) A.Love & D.Love", "TaxonKey is Gentianopsis virgata subsp. victorinii (Fernald) Lammers", "TaxonKey is Geum ×schofieldii Calder & R.L.Taylor", "TaxonKey is Glaucidium gnoma swarthi Grinnell, 1913", "TaxonKey is Glossosoma spinatum Ruiter, 2000", "TaxonKey is Grus americana (Linnaeus, 1758)", "TaxonKey is Grylloblatta scudderi Kamp, 1979", "TaxonKey is Gulo gulo vancouverensis Goldman, 1935", "TaxonKey is Henlea yukonensis Tynen & Coates, 1991", "TaxonKey is Hyalinella orbisperma (Kellicott, 1882)", "TaxonKey is Hydnobius autumnalis Peck & Cook, 2009", "TaxonKey is Hydrelia terraenovae Krogerus, 1954", "TaxonKey is Juniperus communis var. megistocarpa Fernald & H.St.John", "TaxonKey is Lagopus leucura saxatilis Cowan, 1939", "TaxonKey is Lampetra macrostoma Beamish, 1982", "TaxonKey is Lasionycta carolynae Crabo, 2009", "TaxonKey is Lasionycta frigida Crabo & Lafontaine, 2009", "TaxonKey is Lasionycta gelida Crabo & Lafontaine, 2009", "TaxonKey is Lasionycta haida Crabo & Lafontaine, 2009", "TaxonKey is Lasionycta lagganata Barnes & Benjamin, 1924", "TaxonKey is Lechea intermedia var. depauperata Hodgdon", "TaxonKey is Lechea maritima var. subcylindrica Hodgdon", "TaxonKey is Leptothorax athabasca", "TaxonKey is Leptothorax paraxenus Heinze & Alloway, 1992", "TaxonKey is Doronomyrmex pocahontas Buschinger, 1979", "TaxonKey is Leptothorax sphagnicola Francoeur, 1986", "TaxonKey is Linum lewisii var. lepagei (B.Boivin) C.M.Rogers", "TaxonKey is Leuctra baddecka Ricker, 1965", "TaxonKey is Linum lewisii subsp. lepagei (B.Boivin) Mosquin", "TaxonKey is Linum lewisii f. lepagei (B.Boivin) Lepage", "TaxonKey is Loxia curvirostra percna Bent, 1912", "TaxonKey is Loxocera ojibwayensis Buck, 2006", "TaxonKey is Lycaena dospassosi McDunnough, 1940", "TaxonKey is Lypoglossa manitobae Gusarov, 2004", "TaxonKey is Marmota vancouverensis Swarth, 1911", "TaxonKey is Melanoplus gaspesiensis Vickery, 1970", "TaxonKey is Melanoplus madeleineae Vickery & Kevan, 1977", "TaxonKey is Mesocapnia sugluka (Ricker, 1965)", "TaxonKey is Metrioptera sphagnorum (Walker, 1869)", "TaxonKey is Micranthes gaspensis (Fernald) Small", "TaxonKey is Microtus townsendii cowani Guiguet, 1955", "TaxonKey is Mitosynum vockerothi Campbell, 1982", "TaxonKey is Mompha nancyae", "TaxonKey is Moxostoma hubbsi Legendre, 1952", "TaxonKey is Mustela erminea anguinae Hall, 1932", "TaxonKey is Mustela erminea haidarum (Preble, 1898)", "TaxonKey is Lecanora carlottiana C.J.Lewis & Śliwa", "TaxonKey is Myrmica quebecensis Francoeur, 1981", "TaxonKey is Nearctodesmus boydi Chamberlin, 1951", "TaxonKey is Nebria charlottae Lindroth, 1961", "TaxonKey is Nebria haida Kavanaugh, 1984", "TaxonKey is Nebria louiseae Kavanaugh, 1984", "TaxonKey is Neoligia lillooet Troubridge & Lafontaine, 2002", "TaxonKey is Neomacounia nitida (Lindb.) Ireland", "TaxonKey is Neopasites fulviventris (Cresson, 1878)", "TaxonKey is Neossos tombstonensis Solecki & Wheeler, 2015", "TaxonKey is Tamias minimus selkirki (Cowan, 1946)", "TaxonKey is Nestotus macleanii (Brandegee) Urbatsch, R.P.Roberts & Neubig", "TaxonKey is Nymphaea loriana Wiersema, Hellq. & Borsch", "TaxonKey is Oeneis melissa atlinensis C.Guppy & J.Shepard, 2001", "TaxonKey is Oeneis uhleri nahanni Dyar, 1904", "TaxonKey is Ophraella nuda LeSage, 1986", "TaxonKey is Osmia nearctica Rightmyer, Griswold & Arduser, 2010", "TaxonKey is Oxytropis arctica var. murrayi (Jurtzev) S.L.Welsh", "TaxonKey is Oxytropis bellii (Britton ex Macoun) Palib.", "TaxonKey is Oxytropis borealis var. hudsonica (Greene) S.L.Welsh", "TaxonKey is Oxytropis campestris var. davisii S.L.Welsh", "TaxonKey is Oxytropis campestris var. minor (Hook.) S.L.Welsh", "TaxonKey is Oxytropis nigrescens var. lonchopoda Barneby" ] } ] } The dataset includes 3678 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017099-190621201848488/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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.267 |
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 teacher head, 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".