Bibliographic record
Abstract
A dataset containing 366991 species occurrences available in GBIF matching the query: { "and" : [ "Country is Canada", "DatasetKey is EOD – eBird Observation Dataset", { "or" : [ "TaxonKey is Locustella certhiola (Pallas, 1811)", "TaxonKey is Locustella lanceolata (Temminck, 1840)", "TaxonKey is Locustella ochotensis (Middendorff, 1853)", "TaxonKey is Locustella fluviatilis (Wolf, 1810)", "TaxonKey is Acrocephalus schoenobaenus (Linnaeus, 1758)", "TaxonKey is Iduna aedon (Pallas, 1776)", "TaxonKey is Acrocephalus dumetorum Blyth, 1849", "TaxonKey is Acrocephalus familiaris (Rothschild, 1892)", "TaxonKey is Coereba flaveola (Linnaeus, 1758)", "TaxonKey is Prunella montanella (Pallas, 1776)", "TaxonKey is Pachyramphus aglaiae (Lafresnaye, 1839)", "TaxonKey is Pachyramphus major (Cabanis, 1847)", "TaxonKey is Phylloscopus borealis (J.H.Blasius, 1858)", "TaxonKey is Phylloscopus inornatus (Blyth, 1842)", "TaxonKey is Phylloscopus collybita (Vieillot, 1817)", "TaxonKey is Phylloscopus fuscatus (Blyth, 1842)", "TaxonKey is Phylloscopus trochilus (Linnaeus, 1758)", "TaxonKey is Phylloscopus sibillatrix (Bechstein, 1792)", "TaxonKey is Phylloscopus examinandus Stresemann, 1913", "TaxonKey is Horornis diphone (Kittlitz, 1830)", "TaxonKey is Euplectes franciscanus (Isert, 1789)", "TaxonKey is Vidua macroura (Pallas, 1764)", "TaxonKey is Chasiempis sandwichensis (Gmelin, 1789)", "TaxonKey is Chasiempis sclateri Ridgway, 1882", "TaxonKey is Chasiempis ibidis Stejneger, 1887", "TaxonKey is Peucedramus taeniatus (Du Bus de Gisignies, 1847)", "TaxonKey is Leiothrix lutea (Scopoli, 1786)", "TaxonKey is Garrulax canorus (Linnaeus, 1758)", "TaxonKey is Ianthocincla pectoralis", "TaxonKey is Oenanthe oenanthe (Linnaeus, 1758)", "TaxonKey is Copsychus malabaricus (Scopoli, 1786)", "TaxonKey is Luscinia svecica (Linnaeus, 1758)", "TaxonKey is Luscinia calliope (Pallas, 1776)", "TaxonKey is Tarsiger cyanurus (Pallas, 1773)", "TaxonKey is Muscicapa griseisticta (Swinhoe, 1861)", "TaxonKey is Saxicola maurus (Pallas, 1773)", "TaxonKey is Muscicapa sibirica Gmelin, 1789", "TaxonKey is Ficedula albicilla (Pallas, 1811)", "TaxonKey is Muscicapa latirostris Raffles, 1822", "TaxonKey is Larvivora sibilans Swinhoe, 1863", "TaxonKey is Erithacus rubecula (Linnaeus, 1758)", "TaxonKey is Oenanthe pleschanka (Lepechin, 1770)", "TaxonKey is Phoenicurus phoenicurus (Linnaeus, 1758)", "TaxonKey is Luscinia cyane (Pallas, 1776)", "TaxonKey is Pycnonotus cafer (Linnaeus, 1766)", "TaxonKey is Pycnonotus jocosus (Linnaeus, 1758)", "TaxonKey is Centronyx henslowii (Audubon, 1829)", "TaxonKey is Centronyx bairdii (Audubon, 1844)", "TaxonKey is Paroaria coronata (J.F.Miller, 1776)", "TaxonKey is Paroaria capitata (d'Orbigny & Lafresnaye, 1837)", "TaxonKey is Sicalis flaveola (Linnaeus, 1766)", "TaxonKey is Tiaris bicolor (Linnaeus, 1766)", "TaxonKey is Sporophila torqueola (Bonaparte, 1850)", "TaxonKey is Tiaris olivaceus (Linnaeus, 1766)", "TaxonKey is Spindalis zena (Linnaeus, 1758)", "TaxonKey is Cyanerpes cyaneus (Linnaeus, 1766)", "TaxonKey is Tiaris canorus (J.F.Gmelin, 1789)", "TaxonKey is Zosterops simplex Swinhoe, 1861", "TaxonKey is Zosterops japonicus Temminck & Schlegel, 1845", "TaxonKey is Cinclus mexicanus Swainson, 1827", "TaxonKey is Lonchura punctulata (Linnaeus, 1758)", "TaxonKey is Lonchura oryzivora (Linnaeus, 1758)", "TaxonKey is Lonchura atricapilla (Vieillot, 1807)", "TaxonKey is Euodice cantans (Gmelin, 1789)", "TaxonKey is Estrilda astrild (Linnaeus, 1758)", "TaxonKey is Amandava amandava (Linnaeus, 1758)", "TaxonKey is Estrilda melpoda (Vieillot, 1817)", "TaxonKey is Lonchura cucullata (Swainson, 1837)", "TaxonKey is Estrilda coerulescens (Vieillot, 1817)", "TaxonKey is Estrilda troglodytes (Lichtenstein, 1823)", "TaxonKey is Lonchura malacca (Linnaeus, 1766)", "TaxonKey is Taeniopygia guttata (Vieillot, 1817)", "TaxonKey is Uraeginthus bengalus (Linnaeus, 1766)", "TaxonKey is Phainopepla nitens (Swainson, 1838)", "TaxonKey is Calcarius lapponicus (Linnaeus, 1758)", "TaxonKey is Plectrophenax nivalis (Linnaeus, 1758)", "TaxonKey is Calcarius pictus (Swainson, 1832)", "TaxonKey is Calcarius ornatus (J.K.Townsend, 1837)", "TaxonKey is Rhynchophanes mccownii (Lawrence, 1851)", "TaxonKey is Plectrophenax hyperboreus Ridgway, 1884", "TaxonKey is Lanius ludovicianus Linnaeus, 1766", "TaxonKey is Lanius borealis Vieillot, 1808", "TaxonKey is Lanius cristatus Linnaeus, 1758", "TaxonKey is Lanius collurio Linnaeus, 1758", "TaxonKey is Eremophila alpestris (Linnaeus, 1758)", "TaxonKey is Alauda arvensis Linnaeus, 1758", "TaxonKey is Passer montanus (Linnaeus, 1758)" ] }, "Year 2007-2021" ] } The dataset includes 366991 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122942-210914110416597/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 | 0.012 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.314 | 0.459 |
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".