Bibliographic record
Abstract
A dataset containing 5544 species occurrences available in GBIF matching the query: { "and" : [ "BasisOfRecord is Human Observation", "Continent is one of (Europe, North America)", "Country is one of (United States of America, Canada, United Kingdom of Great Britain and Northern Ireland, France)", "DatasetKey is one of (Données piscicoles et astacicoles des cours d'eau de France métropolitaine bancarisées dans ASPE (OFB) - Données acquises selon le protocole de pêche partielle par points - ASPE - OFB, Données piscicoles et astacicoles des cours d'eau de France métropolitaine bancarisées dans ASPE (OFB) - Données acquises selon le protocole de pêche complète à un ou plusieurs passages - ASPE - OFB, National Lamprey Survey of Scotland (2003-2005), Rapportage 2007-2012 au titre de la directive Habitats-Faune-Flore - Données de synthèse Espèces issues du rapportage au titre de la directive Habitats - période 2007-2012, Rapportage 2013-2018 au titre de la directive Habitats-Faune-Flore - Données de synthèse Espèces issues du rapportage au titre de la directive Habitats - période 2013-2018, Rapportage 2001-2006 au titre de la directive Habitats-Faune-Flore - Données de synthèse Espèces issues du rapportage au titre de la directive Habitats - période 2001-2006, Database for the Atlas of Freshwater Fishes, Abundances and biological traits of the juveniles lamprey sampled in the survey of lamprey abundance Indice on the Scorff river (France), Maritimes Spring Research Vessel Surveys, Atlas des poissons d'eau douce de France métropolitaine (2011))", "License is CC-BY 4.0", "PublishingOrg is one of (1928bdf0-f5d2-11dc-8c12-b8a03c50a862, 98ba8467-5081-4d15-b168-32d893e18b76, 0c392aa0-a452-4254-be5c-e49dd60e9b02, 7c4f3b54-fc4b-42f3-a664-3ca93d12e10f)", "TaxonKey is Petromyzon marinus Linnaeus, 1758" ] } The dataset includes 5544 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005552-240130105604617/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 | 0.002 |
| Bibliometrics | 0.006 | 0.009 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.279 | 0.351 |
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".