Bibliographic record
Abstract
A dataset containing 1486673 species occurrences available in GBIF matching the query: { "and" : [ "TaxonKey is one of (Parhelophilus flavifacies (Bigot, 1884), Parkana alata Beamer, 1950, Parkesia noveboracensis (J.F.Gmelin, 1789), Parmelia fertilis Müll.Arg., Parmelia neodiscordans Hale, Parmelia pseudosulcata Gyelnik, Parmeliella appalachensis P.M.Jørg., Parmeliella parvula P.M.Jørg., Parmelina coleae Argüello & A.Crespo, Parmotrema cetratum (Ach.) Hale, Parmotrema hypotropum (Nyl.) Hale, Parmotrema margaritatum (Hue) Hale, Parmotrema perforatum (Jacq.) A.Massal., Parmotrema perlatum (Huds.) M.Choisy, Parmotrema stuppeum (Taylor) Hale, Parmotrema subtinctorium (Zahlbr.) Hale, Parnassius clodius claudianus Stichel, 1907, Parnassius clodius pseudogallatinus Bryk, 1913, Parnassius phoebus apricatus Stichel, 1906, Paromalus bistriatus Erichson, 1834, Paronychia canadensis (L.) Alph.Wood, Paronychia sessiliflora Nutt., Parydra incommoda Cresson, 1930, Parydra parasocia Clausen & Cook, 1971, Pasimachus elongatus LeConte, 1846, Passerculus sandwichensis nevadensis Grinnell, 1910, Passerculus sandwichensis oblitus J.L.Peters & Griscom, 1938, Passerella iliaca (Merrem, 1786), Passerina amoena (Say, 1822), Passerina cyanea (Linnaeus, 1766), Patagioenas fasciata (Say, 1822), Pectenia plumbea (Lightf.) P.M.Jørg., L.Lindblom, Wedin & S.Ekman, Pedicularis bracteosa var. latifolia (Pennell) Cronquist, Pedicularis palustris L., Pedicularis palustris subsp. palustris, Pedicularis pennellii Hultén, Pedicularis racemosa subsp. alba Pennell, Pedinophyllum interruptum (Nees) Kaal., Pelecanus erythrorhynchos Gmelin, 1789, Pelecanus occidentalis Linnaeus, 1766, Pelecanus occidentalis californicus Ridgway, 1884, Pelecinobaccha costata (Say, 1829) Say, 1829, Pelenomus scoliasus (Dietz, 1896), Pellaea atropurpurea (L.) Link, Pellaea gastonyi Windham, Pellaea glabella Mett., Pellaea glabella subsp. glabella, Pellaea glabella subsp. occidentalis (E.Nelson) Windham, Pellaea glabella subsp. simplex (Butters) Á.Löve & D.Löve, Pelochrista argenteana (Walsingham, 1895), Pelochrista lathami (Forbes, 1937), Peltandra virginica (L.) Schott, Peltigera gowardii Lendemer & H.E.O'Brien, Peltigera hydrothyria Miądl. & Lutzoni, Peltigera monticola Vitik., Peltigera pacifica Vitik., Peltigera scabrosella Holt.-Hartw., Peltonotellus bivittatus Ball, 1902, Peltonotellus rugosus Ball, 1902, Peltula bolanderi (Tuck.) Wetmore, Peltula euploca (Ach.) Poelt ex Pišút, Peltula patellata (Bagl.) Swinscow & Krog, Peniophora albobadia (Schwein.) Boidin, Peniophora laurentii S.Lundell, Peniophora odorata (P.Karst.) Burt, Pennatula phosphorea Linnaeus, 1758, Penstemon ovatus Douglas, Pentacora signoreti (Guérin-Méneville, 1857), Percina copelandi (Jordan, 1877), Perdita bequaerti Viereck, 1917, Perdita fallax Cockerell, 1896, Perdita halictoides Smith, 1853, Perenniporia fergusii Gilb. & Ryvarden, Perenniporia fraxinea (Bull.) Ryvarden, Perisoreus canadensis (Linnaeus, 1766), Perlesta dakota Kondratieff & Baumann, 1999, Perlesta lagoi Stark, 1989, Perlomyia utahensis Needham & Claassen, 1925, Perognathus fasciatus Wied-Neuwied, 1839, Perognathus parvus (Peale, 1848), Pertusaria alaskensis Erichsen, Pertusaria atra Lynge, Pertusaria chiodectonoides Bagl. ex A.Massal., Pertusaria hymenea (Ach.) Schaer., Petrochelidon pyrrhonota (Vieillot, 1817), Petrophila confusalis Walker, 1865, Petrospongium rugosum (Okamura) Setch. & N.L.Gardner, Peziza labessiana Boud., Peziza limnaea Maas Geest., Phacelia purshii var. purshii, Phacelia saxicola A.Gray, Phaeocalicium minutissimum (G.Merr.) Selva, Phaeoceros oreganus (Austin) Hässel, Phaeocollybia ammiratii Norvell, Phaeocollybia attenuata (A.H.Sm.) Singer, Phaeocollybia fallax A.H.Sm., Phaeocollybia gregaria A.H.Sm. & Trappe, Phaeocollybia kauffmanii (A.H.Sm.) Singer, Phaeocollybia oregonensis A.H.Sm. & Trappe, Phaeocollybia piceae A.H.Sm. & Trappe, Phaeocollybia pseudofestiva A.H.Sm., Phaeocollybia redheadii Norvell, Phaeohelotium carneum (Fr.) Hengstm., Phaeohelotium umbilicatum (Le Gal) Dennis, Phaeomarasmius borealis Rald, Phaeophyscia squarrosa Kashiwadani, Phalacrocorax carbo (Linnaeus, 1758), Phalaenoptilus nuttallii (Audubon, 1844), Phalaropus fulicarius (Linnaeus, 1758), Phalaropus lobatus (Linnaeus, 1758))", "HasGeospatialIssue is false", "HasCoordinate is true", "OccurrenceStatus is Present", { "not" : { "BasisOfRecord" : [ "is one of (Fossil)" ] } }, "Country is Canada", { "or" : [ "CoordinateUncertaintyInMeters is less than 32000", "CoordinateUncertaintyInMeters is null" ] } ] } The dataset includes 1486673 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070732-250525065834625/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 | 0.006 | 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) | 0.260 | 0.395 |
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".