Environmental impact assessment and black, watch and alert list classification after the ISEIA Protocol of vertebrates in Luxembourg
Bibliographic record
Abstract
The environmental impact of 25 invasive alien vertebrate species in Luxembourg has been assessed in accordance with the Belgian ISEIA Protocol. 3 species of high ecologi- cal impact have been assigned to a black list: the fish bighead goby ( Neogobius kessleri) and round goby (N. melanostomus), and the bird Canada Goose (Branta canadensis). 5 species of medium impact have been added to a watch list: the bird Egyptian Goose (Alopochen aegyptiacus), the mammals North American beaver (Castor canadensis), fallow deer (Dama dama) and muskrat (Ondatra zibethicus), and the fish Zander ( Sander lucioperca). 2 species not yet present in Luxembourg have been assigned to an alert list: the amphibian American bullfrog (Rana catesbeiana) and the mammal American mink (Mustela vison). The remain - ing 15 taxa of low ecological impact have not been included in any list.
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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 | 0.005 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.030 | 0.005 |
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".