Bibliographic record
Abstract
A dataset containing 2739 species occurrences available in GBIF matching the query: { "and" : [ "Continent is one of (North America, South America)", "Country is one of (Costa Rica, Peru, Colombia, Brazil, Mexico, Belize, Panama, Ecuador, Nicaragua, Guyana)", "DatasetKey is one of (Mammalogy Collection - Royal Ontario Museum, KUBI Mammalogy Collection, Field Museum of Natural History (Zoology) Mammal Collection, Observation.org, Nature data from around the World, LACM Vertebrate Collection, International Barcode of Life project (iBOL), INSDC Sequences, CNMA/Colección Nacional de mamíferos, Biodiversity Research and Teaching Collections - TCWC Vertebrates, iNaturalist Research-grade Observations)", "HasCoordinate is true", "HasGeospatialIssue is false", "Issue is one of (Zero coordinate, Coordinate out of range, Coordinate invalid, Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate accuracy invalid, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country derived from coordinates, Continent derived from coordinates, Recorded date mismatch, Taxon match higher rank, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, Modified date unlikely, Modified date invalid, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch)", "OccurrenceStatus is Present", "PublishingOrg is one of (28eb1a3f-1c15-4a95-931a-4af90ecb574d, ff418020-1d67-11d9-8435-b8a03c50a862, b554c320-0560-11d8-b851-b8a03c50a862, 7b8aff00-a9f8-11d8-944b-b8a03c50a862, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, 493fe050-055d-11d8-b84f-b8a03c50a862, b3bf3a83-1f68-4541-a03f-330d30d567f5, ada9d123-ddb4-467d-8891-806ea8d94230, b459e790-0d3c-11d9-8431-b8a03c50a862, 2b8e48b0-812d-11de-86fe-b8a03c50a862)", "TaxonKey is Rhynchonycteris Peters, 1867" ] } The dataset includes 2739 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060819-241126133413365/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 | 0.001 |
| Bibliometrics | 0.007 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.398 | 0.453 |
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".