Bibliographic record
Abstract
A dataset containing 317819 species occurrences available in GBIF matching the query: { "and" : [ "Country is Mexico", { "or" : [ "DatasetKey is NMNH Extant Specimen Records (USNM, US)", "DatasetKey is Freshwater pelagic invertebrates ecological collection NTNU University Museum", "DatasetKey is Canadian Museum of Nature Crustacea Collection", "DatasetKey is Geographically tagged INSDC sequences", "DatasetKey is SEFSC CAGES Alabama Fish Length Data with CPUE", "DatasetKey is Queensland Museum provider for OZCAM", "DatasetKey is SLU Aqua Institute of Coastal Research Database for Coastal Fish - KUL", "DatasetKey is Artportalen (Swedish Species Observation System)", "DatasetKey is Museum of Comparative Zoology, Harvard University", "DatasetKey is Collection Crustacea SMF", "DatasetKey is Computarización de la Colección Nacional de Crustáceos del Instituto de Biología, UNAM y elaboración de su catálogo", "DatasetKey is Biodiversity Research and Teaching Collections - TCWC Marine Invertebrates", "DatasetKey is Los copépodos (crustacea) pelágicos de la costa oriental de la Península de Yucatán", "DatasetKey is Taxonomía y distribución de los filópodos (Crustacea: Branchiopoda, Anostraca, Notostraca, Spinicaudata y Laevicaudata) de México", "DatasetKey is Formación de una base de datos de la biodiversidad de fauna marina y costera en el Golfo de California", "DatasetKey is Invertebrados y aves playeras de la Laguna Madre de Tamaulipas, México (Crustáceos)", "DatasetKey is Crustáceos estomatópodos, anfípodos, isópodos y decápodos del litoral de Quintana Roo", "DatasetKey is Computarización de material complementario en la Colección Regional de Invertebrados del Pacífico mexicano, Instituto de Ciencias del Mar y Limnología, Unidad Académica Mazatlán, UNAM" ] }, "HasCoordinate is true", "HasGeospatialIssue is false" ] } The dataset includes 317819 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084001-200221144449610/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) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.008 | 0.015 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.426 | 0.537 |
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".