Bibliographic record
Abstract
A dataset containing 12280 species occurrences available in GBIF matching the query: { "and" : [ { "or" : [ "BasisOfRecord is Human Observation", "BasisOfRecord is Specimen" ] }, { "or" : [ "Country is United Kingdom of Great Britain and Northern Ireland", "Country is Sweden", "Country is Finland", "Country is Norway", "Country is Spain", "Country is Denmark", "Country is Canada", "Country is Ireland", "Country is France" ] }, { "or" : [ "License is CC0 1.0", "License is CC-BY 4.0", "License is CC-BY-NC 4.0" ] }, { "or" : [ "Month is January", "Month is February", "Month is March", "Month is April", "Month is May", "Month is June", "Month is July", "Month is August", "Month is September", "Month is October", "Month is November", "Month is December" ] }, { "or" : [ "DatasetKey is Artportalen (Swedish Species Observation System)", "DatasetKey is Mammal records from Britain from the Atlas of Mammals (1993), with some subsequent records", "DatasetKey is Norwegian Species Observation Service", "DatasetKey is North East Scotland Terrestrial Mammals 1900-2017 (excluding squirrels, wild cats and marine mammals)", "DatasetKey is NBIS Records to December 2016", "DatasetKey is DOF/BirdLife Denmark - Observations from DOFbasen", "DatasetKey is Atlas of Danish Mammals", "DatasetKey is Suffolk Biodiversity Information Service (SBIS) Dataset", "DatasetKey is Derbyshire Invasive Non-Native Species (INNS) 1900 - 2014", "DatasetKey is Inventaire National du Patrimoine Naturel : Enquête carnivores", "DatasetKey is Atlas of Mammals in Ireland 2010-2015", "DatasetKey is National Mammal Atlas Project, online recording", "DatasetKey is HBRG Vertebrates (not Badger) Dataset" ] }, "HasCoordinate is true", { "or" : [ "TaxonKey is Neovison Baryshnikov & Abramov, 1997", "TaxonKey is Neovison vison energumenos (Bangs, 1896)", "TaxonKey is Neovison vison letifera (Hollister, 1913)", "TaxonKey is Neovison vison mink (Peale & Palisot de Beauvois, 1796)", "TaxonKey is Neovison vison (Schreber, 1777)", "TaxonKey is Neovison vison nesolestes (Heller, 1909)", "TaxonKey is Neovison vison ingens (Osgood, 1900)", "TaxonKey is Neovison vison vison", "TaxonKey is Neovison vison aestuarina (Ginnell, 1916)", "TaxonKey is Neovison macrodon (Prentis, 1903)", "TaxonKey is Neovison vison evergladensis (Hamilton, 1948)" ] }, "HasGeospatialIssue is false" ] } The dataset includes 12280 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026346-180131172636756/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 | 0.006 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.283 | 0.389 |
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".