Bibliographic record
Abstract
A dataset containing 13292 species occurrences available in GBIF matching the query: { "and" : [ { "and" : [ "NetworkKey is 99d66b6c-9087-452f-a9d4-f15f2c2d0e7e", "TaxonKey is Chordata" ] }, { "and" : [ "Country is one of (United States of America)", "BasisOfRecord is one of (Specimen)", "StateProvince is one of (Illinois, Pennsylvania, Pennsylvania (State), Pennsylvania**, Pennsylvania ?, Pennsylvania?, Pennsylvania - West Virginia, Pennsylvania / New York, Pennsylvania / New Jersey, Pennsylvania-New York, Illinois and Arkansas, Illinois (?), Illinois-Missouri, Illinois - Indiana, Illinois/New York, Illinois or Indiana, Illinois ?, Illinois?, Illinois/Indiana/Michigan/Wisconsin, Illinois and Indiana, Illinois (State), Illinois-Indiana, New York, New York (State), New York state, New York-Pennsylvania, New York/Vermont, New York?, New York ?, New York / Pennsylvania, New York State, New York - Vermont, New York-Rhode Id, New York/Pennsylvania, New Jersey, New Jersey/Pennsylvania, New Jersey-Pennsylvania, New Jersey (State), New Jersey, New York, New Jersey ?, New Jersey., New Jersey or New York, New Jersey / Pennsylvania, New Jersey or Pennsylvania, New Jersey/New York, New Jersey?, Michigan/Ontario, Michigan and Ohio, Michigan - Ohio, Michigan & Indiana, Michigan ?, Michigan?, Michigan - Wisconsin, Michigan (State), Michigan, Massachusetts, Massachusetts (State), Massachusetts?, Massachusetts ?, Massachusetts-Rhode Island, Washington DC, Colorado, Colorado (State), Colorado, Kansas, Colorado?, Colorado - Montana - Nebraska - North Dakota - South Dakota - Wyoming, Colorado - Nebraska - Wyoming, Colorado - Nebraska, Colorado ?, Colorado - Kansas - Nebraska - Wyoming, Colorado - Kansas - New Mexico - Oklahoma, Colorado or Nebraska, Colorado, Utah, Colorado/New Mexico, Colorado, La Garita Mnts, N. Pass 3000m, Colorado/Wyoming, Washington, Washington (State), Washington ?, Washington D.C., Washington-Oregon, Washington?, Washington dc, california, California, California (State), California - Nevada - Utah, California?, California ?, California/Oregon, California or Oregon, California/Nevada, California or Texas, California, Oregon, California / Nevada, Kansas, Kansas (State), Kansas/Missouri, Kansas - Nebraska, Kansas?, Kansas, Missouri)", "TaxonKey is one of (Passer domesticus [GBIF Backbone Taxonomy])" ] } ] } The dataset includes 13292 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041285-251120083545085/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 | 0.008 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.007 | 0.012 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.442 | 0.507 |
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".