Bibliographic record
Abstract
A dataset containing 15830 species occurrences available in GBIF matching the query: { "and" : [ "BasisOfRecord is Specimen", "Geometry POLYGON((-81.6449 25.65044,-85.979 25.63756,-86.19873 21.48987,-86.9458 19.84526,-87.95654 16.29483,-87.03369 16.04159,-84.74854 16.46348,-82.771 14.51553,-83.25439 11.13097,-81.58447 9.31465,-80.13428 10.22411,-78.24463 9.48807,-76.88232 8.83731,-76.41541 9.66466,-75.73425 10.77827,-74.91028 11.20966,-74.27307 11.45741,-73.38318 11.54354,-72.35046 11.98452,-72.04285 12.58566,-71.24084 12.4355,-70.88928 11.86628,-71.53748 11.61888,-71.65833 11.29586,-71.10901 11.20966,-70.29602 11.53278,-70.3949 12.10271,-70.18616 12.33893,-69.84558 12.23158,-69.65881 11.58659,-69.30725 11.60812,-68.703 11.46818,-68.25256 11.12343,-68.15369 10.61634,-66.02234 10.7243,-65.96741 10.47593,-65.09949 10.17329,-64.37439 10.48673,-64.53918 10.64873,-63.04504 10.81064,-61.78162 10.7351,-62.25403 10.36788,-62.00134 10.00023,-61.59485 9.96777,-61.11145 9.76211,-60.56213 9.29622,-58.9032 8.10165,-57.37061 6.87844,-57.54639 17.89093,-70.54321 25.52063,-74.21265 27.23314,-77.48657 28.41846,-79.48608 27.95365,-79.53552 26.8427,-79.65637 25.9373,-79.94202 25.54145,-80.10681 24.99502,-80.85388 24.99502,-81.24939 24.9253,-81.6449 25.65044))", "HasCoordinate is true", "HasGeospatialIssue is false", "OccurrenceStatus is Present", { "or" : [ "TaxonKey is Nycticeius cubanus (Gundlach, 1861)", "TaxonKey is Myotis martiniquensis LaVal, 1973", "TaxonKey is Myotis dominicensis Miller, 1902", "TaxonKey is Lasiurus pfeifferi (Gundlach, 1861)", "TaxonKey is Lasiurus minor Miller, 1931", "TaxonKey is Eptesicus guadeloupensis Genoways & Baker, 1975", "TaxonKey is Mormopterus minutus (Miller, 1899)", "TaxonKey is Nyctiellus lepidus (Gervais, 1837)", "TaxonKey is Natalus major Miller, 1902", "TaxonKey is Natalus jamaicensis Goodwin, 1959", "TaxonKey is Chilonatalus tumidifrons Miller, 1903", "TaxonKey is Chilonatalus micropus (Dobson, 1880)", "TaxonKey is Pteronotus quadridens (Gundlach, 1840)", "TaxonKey is Pteronotus macleayii (Gray, 1839)", "TaxonKey is Mormoops blainvillii Leach, 1821", "TaxonKey is Sturnira thomasi de la Torre & Schwartz, 1966", "TaxonKey is Stenoderma rufum Desmarest, 1820", "TaxonKey is Phyllops falcatus (Gray, 1839)", "TaxonKey is Chiroderma improvisum Baker & Genoways, 1976", "TaxonKey is Ariteus flavescens (Gray, 1831)", "TaxonKey is Ardops nichollsi (Thomas, 1891)", "TaxonKey is Monophyllus redmani Leach, 1821", "TaxonKey is Phyllonycteris poeyi Gundlach, 1861", "TaxonKey is Phyllonycteris aphylla (Miller, 1898)", "TaxonKey is Erophylla sezekorni (Gundlach, 1861)", "TaxonKey is Erophylla bombifrons (Miller, 1899)", "TaxonKey is Brachyphylla nana Miller, 1902", "TaxonKey is Brachyphylla cavernarum Gray, 1834", "TaxonKey is Natalus primus Anthony, 1919", "TaxonKey is Peropteryx macrotis (Wagner, 1843)", "TaxonKey is Anoura geoffroyi Gray, 1838", "TaxonKey is Glossophaga longirostris Miller, 1898", "TaxonKey is Glossophaga soricina (Pallas, 1766)", "TaxonKey is Lonchorhina aurita Tomes, 1863", "TaxonKey is Macrotus waterhousii Gray, 1843", "TaxonKey is Micronycteris megalotis (Gray, 1842)", "TaxonKey is Artibeus glaucus Thomas, 1893", "TaxonKey is Artibeus jamaicensis Leach, 1821", "TaxonKey is Artibeus lituratus (Olfers, 1818)", "TaxonKey is Sturnira lilium (E.Geoffroy, 1810)", "TaxonKey is Noctilio leporinus (Linnaeus, 1758)", "TaxonKey is Pteronotus davyi Gray, 1838", "TaxonKey is Pteronotus parnellii (Gray, 1843)", "TaxonKey is Natalus stramineus Gray, 1838", "TaxonKey is Eumops auripendulus (Shaw, 1800)", "TaxonKey is Eumops glaucinus (Wagner, 1843)", "TaxonKey is Molossus molossus (Pallas, 1766)", "TaxonKey is Nyctinomops laticaudatus (E.Geoffroy, 1805)", "TaxonKey is Nyctinomops macrotis (Gray, 1840)", "TaxonKey is Tadarida brasiliensis (I.Geoffroy, 1824)", "TaxonKey is Antrozous pallidus (LeConte, 1856)", "TaxonKey is Eptesicus fuscus (Palisot de Beauvois, 1796)", "TaxonKey is Lasiurus intermedius H.Allen, 1862", "TaxonKey is Lasionycteris noctivagans (Le Conte, 1831)", "TaxonKey is Myotis nigricans (Schinz, 1821)" ] }, "Year 1950-2021" ] } The dataset includes 15830 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0253034-200613084148143/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 | 0.007 |
| Meta-epidemiology (narrow) | 0.002 | 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) | 0.284 | 0.393 |
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".