Bibliographic record
Abstract
A dataset containing 12809 species occurrences available in GBIF matching the query: { "and" : [ "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" ] } ] } The dataset includes 12809 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245761-200613084148143/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 | 0.006 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.007 | 0.011 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.391 | 0.470 |
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".