Bibliographic record
Abstract
A dataset containing 475 species occurrences available in GBIF matching the query: { "and" : [ { "or" : [ "TaxonKey is Sciurus oculatus Peters, 1863", "TaxonKey is Musonycteris harrisoni Schaldach & McLaughlin, 1960", "TaxonKey is Tamandua mexicana (Saussure, 1860)", "TaxonKey is Leopardus wiedii (Schinz, 1821)", "TaxonKey is Choeronycteris mexicana Tschudi, 1844", "TaxonKey is Sphiggurus mexicanus (Kerr, 1792)", "TaxonKey is Neotoma albigula Hartley, 1894", "TaxonKey is Puma yagouaroundi (É.Geoffroy Saint-Hilaire, 1803)", "TaxonKey is Rhogeessa mira LaVal, 1973", "TaxonKey is Panthera onca (Linnaeus, 1758)", "TaxonKey is Enchisthenes hartii (Thomas, 1892)", "TaxonKey is Zygogeomys trichopus Merriam, 1895", "TaxonKey is Notiosorex evotis (Coues, 1877)", "TaxonKey is Leopardus pardalis (Linnaeus, 1758)", "TaxonKey is Megasorex gigas (Merriam, 1897)", "TaxonKey is Leptonycteris nivalis (Saussure, 1860)", "TaxonKey is Myotis nigricans (Schinz, 1821)", "TaxonKey is Spilogale pygmaea Thomas, 1898", "TaxonKey is Glaucomys volans (Linnaeus, 1758)", "TaxonKey is Reithrodontomys microdon Merriam, 1901", "TaxonKey is Peromyscus winkelmanni Carleton, 1977", "TaxonKey is Potos flavus (Schreber, 1774)", "TaxonKey is Pappogeomys bulleri (Thomas, 1892)", "TaxonKey is Lutra longicaudis Olfers, 1818", "TaxonKey is Cratogeomys fumosus (Merriam, 1892)", "TaxonKey is Nelsonia goldmani Merriam, 1903" ] }, "HasCoordinate is true", "HasGeospatialIssue is false", { "or" : [ "StateProvince is michoacan, guerrero, oaxaca, chiapas", "StateProvince is michoacã¡n", "StateProvince is michoachan", "StateProvince is michoacan de ocampo", "StateProvince is michoacn de ocampo", "StateProvince is michoacan", "StateProvince is michoacán", "StateProvince is michoacn", "StateProvince is michoacan de ocampo / jalisco", "StateProvince is michoacan state", "StateProvince is michoacan/guerrero", "StateProvince is michoacin", "StateProvince is michoacán de ocampo" ] } ] } The dataset includes 475 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053907-160910150852091/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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.158 |
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 teacher head, 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".