Bibliographic record
Abstract
A dataset containing 14700 species occurrences available in GBIF matching the query: { "DatasetKey" : [ "is one of (Global Register of Introduced and Invasive Species - United States (Contiguous) (ver.2.0, 2022), Global Register of Introduced and Invasive Species - Hawaii, United States (ver.2.0, 2022), Global Register of Introduced and Invasive Species - Belgium, Global Register of Introduced and Invasive Species - Norway, Global Register of Introduced and Invasive Species - France, Global Register of Introduced and Invasive Species - Great Britain, Global Register of Introduced and Invasive Species - Australia, Global Register of Introduced and Invasive Species - Denmark, Global Register of Introduced and Invasive Species- Japan, Global Register of Introduced and Invasive Species - Sweden, Global Register of Introduced and Invasive Species - South Africa, Global Register of Introduced and Invasive Species - Austria, Global Register of Introduced and Invasive Species - Poland, Global Register of Introduced and Invasive Species - India, Global Register of Introduced and Invasive Species - Italy, Global Register of Introduced and Invasive Species - Czechia, Global Register of Introduced and Invasive Species - Galápagos Islands, Ecuador, Global Register of Introduced and Invasive Species - Canada, Global Register of Introduced and Invasive Species - Mexico, Protected Areas - Global Register of Introduced and Invasive Species - Galápagos Islands, Ecuador, Global Register of Introduced and Invasive Species - Ireland, Global Register of Introduced and Invasive Species - Russian Federation, Global Register of Introduced and Invasive Species - Tenerife, Islas Canarias, Spain, Global Register of Introduced and Invasive Species - Germany, Global Register of Introduced and Invasive Species - Brazil, Global Register of Introduced and Invasive Species - Turkey, Global Register of Introduced and Invasive Species - Portugal, Global Register of Introduced and Invasive Species - New Zealand, Global Register of Introduced and Invasive Species - Estonia, Global Register of Introduced and Invasive Species- Croatia, Global Register of Introduced and Invasive Species - Israel, Global Register of Introduced and Invasive Species - Spain, Global Register of Introduced and Invasive Species - China, Global Register of Introduced and Invasive Species - Slovenia, Global Register of Introduced and Invasive Species - Ukraine, Global Register of Introduced and Invasive Species - Gran Canaria, Islas Canarias, Spain, Global Register of Introduced and Invasive Species - Seychelles, Global Register of Introduced and Invasive Species - Latvia, Global Register of Introduced and Invasive Species - Slovakia, Global Register of Introduced and Invasive Species - Argentina, Global Register of Introduced and Invasive Species - Madagascar, Global Register of Introduced and Invasive Species - Chile, Global Register of Introduced and Invasive Species - Bulgaria, Global Register of Introduced and Invasive Species - Greece, Global Register of Introduced and Invasive Species - La Palma, Islas Canarias, Spain, Global Register of Introduced and Invasive Species - Cyprus, GRIIS Checklist of Introduced and Invasive Species - Ecuador, Global Register of Introduced and Invasive Species - Cuba, Global Register of Introduced and Invasive Species - Singapore, Global Register of Introduced and Invasive Species - Romania, Global Register of Introduced and Invasive Species - Belarus, Global Register of Introduced and Invasive Species - Lithuania, Global Register of Introduced and Invasive Species- Egypt, Global Register of Introduced and Invasive Species - Federated States of Micronesia, Global Register of Introduced and Invasive Species - Colombia, Global Register of Introduced and Invasive Species - La Gomera, Islas Canarias, Spain, Global Register of Introduced and Invasive Species - Comoros, Global Register of Introduced and Invasive Species - Libya, Global Invasive Species Database, Global Register of Introduced and Invasive Species - Alaska, United States (ver.2.0, 2022), Global Register of Introduced and Invasive Species - Fiji, Global Register of Introduced and Invasive Species - Marshall Islands, Global Register of Introduced and Invasive Species - Georgia, Global Register of Introduced and Invasive Species - Philippines, Global Register of Introduced and Invasive Species - Algeria, Global Register of Introduced and Invasive Species - Switzerland, Global Register of Introduced and Invasive Species - Peru, Global Register of Introduced and Invasive Species - Tonga, Global Register of Introduced and Invasive Species - Mauritius, Global Register of Introduced and Invasive Species - Tongatapu Island, Tonga, Global Register of Introduced and Invasive Species - Costa Rica, Global Register of Introduced and Invasive Species - Madeira, Portugal, Global Register of Introduced and Invasive Species - Guatemala, Global Register of Introduced and Invasive Species- Indonesia, Global Register of Introduced and Invasive Species- Cook Islands, Global Register of Introduced and Invasive Species - Iceland, Global Register of Introduced and Invasive Species - Palau, Global Register of Introduced and Invasive Species - Lebanon, Global Register of Introduced and Invasive Species - Venezuela, Global Register of Introduced and Invasive Species - Netherlands, Protected Areas - Global Register of Introduced and Invasive Species - Kruger National Park, South Africa, Global Register of Introduced and Invasive Species - Dominican Republic, Global Register of Introduced and Invasive Species - Honduras, GRIIS Checklist of Introduced and Invasive Species - Zimbabwe, Global Register of Introduced and Invasive Species - El Hierro, Islas Canarias, Spain, Global Register of Introduced and Invasive Species - Vietnam, Global Register of Introduced and Invasive Species - Fuerteventura, Islas Canarias, Spain, Global Register of Introduced and Invasive Species - Democratic Republic of Congo, Global Register of Introduced and Invasive Species -Samoa, Global Register of Introduced and Invasive Species - Papua New Guinea, Global Register of Introduced and Invasive Species - Lanzarote, Islas Canarias, Spain, Global Register of Introduced and Invasive Species – Saint Helena, Saint Helena, Ascension and Tristan da Cunha, Global Register of Introduced and Invasive Species - Malaysia, Global Register of Introduced and Invasive Species - Armenia, Global Register of Introduced and Invasive Species - Timor-Leste, Global Register of Introduced and Invasive Species - American Samoa, Global Register of Introduced and Invasive Species - Azores, Portugal, Global Register of Introduced and Invasive Species- Sao Tome and Principe, Global Register of Introduced and Invasive Species - Jamaica, Global Register of Introduced and Invasive Species - Malta, Protected Areas - Global Register of Introduced and Invasive Species - Garden Route National Park, South Africa, Global Register of Introduced and Invasive Species – Falkland Islands (Islas Malvinas), Global Register of Introduced and Invasive Species - Niue, Global Register of Introduced and Invasive Species – Reunion, Protected Areas - Global Register of Introduced and Invasive Species - Table Mountain National Park, South Africa, Global Register of Introduced and Invasive Species - Eswatini (Swaziland), Global Register of Introduced and Invasive Species - Ha'apai group, Tonga, Global Register of Introduced and Invasive Species - Bolivia, Global Register of Introduced and Invasive Species - French Polynesia, Global Register of Introduced and Invasive Species - Pohnpei, Federated States of Micronesia, Protected Areas - Global Register of Introduced and Invasive Species - Tankwa-Karoo National Park, South Africa, GRIIS Checklist of Introduced and Invasive Species - Bosnia and Herzegovina, Global Register of Introduced and Invasive Species - El Salvador, Global Register of Introduced and Invasive Species - Solomon Islands, Global Register of Introduced and Invasive Species - Laos, Global Register of Introduced and Invasive Species - Moldova, Global Register of Introduced and Invasive Species - Panama, Global Register of Introduced and Invasive Species - Namibia, Global Register of Introduced and Invasive Species - Vanuatu, Global Register of Introduced and Invasive Species - Iran, Global Register of Introduced and Invasive Species - Albania, Global Register of Introduced and Invasive Species - Kenya, Global Register of Introduced and Invasive Species - Serbia, Global Register of Introduced and Invasive Species - Syrian Arab Republic, Global Register of Introduced and Invasive Species - Angola, Global Register of Introduced and Invasive Species - United Arab Emirates, Global Register of Introduced and Invasive Species - Nepal, Global Register of Introduced and Invasive Species - Vava'u group, Tonga, Global Register of Introduced and Invasive Species - Montserrat, Global Register of Introduced and Invasive Species - Tanzania, Global Register of Introduced and Invasive Species - Zambia, Global Register of Introduced and Invasive Species - Burundi, Protected Areas - Global Register of Introduced and Invasive Species - Serengeti - Mara Ecosystem (Kenya, Tanzania), Global Register of Introduced and Invasive Species - Majuro Atoll, Marshall Islands, Global Register of Introduced and Invasive Species - Anguilla, Protected Areas - Global Register of Introduced and Invasive Species - Golden Gate Highlands National Park, South Africa, Global Register of Introduced and Invasive Species - Mayotte, France, Global Register of Introduced and Invasive Species - Bahamas, Global Register of Introduced and Invasive Species - Chad, Global Register of Introduced and Invasive Species - Rwanda, Global Register of Introduced and Invasive Species - Saint Barthelemy, Global Register of Introduced and Invasive Species - Mozambique, Global Register of Introduced and Invasive Species - Kosrae, Federa
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 | 0.005 | 0.010 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.319 | 0.416 |
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".