ENDEMICS AND IMMIGRANTS: NORTH AMERICAN TERRESTRIAL ISOPODS (ISOPODA, ONISCIDEA) NORTH OF MEXICO
Bibliographic record
Abstract
[Terrestrial isopod species recorded from Canada and the continental United States are listed with the original literature citation for each province and state record. The major habitat preference of each species is given. Marine littoral and cave dwelling species are generally endemics and the majority of isopods from other habitat types are assumed immigrants. Distribution and habitat data are analysed for implications regarding the origins of various elements of the North American fauna and conservation concerns. La liste des especes d'isopodes terrestres du Canada et des Etats-Unis continentaux est fournie, ainsi que la citation originale dans la litterature pour chaque signalement de province et d'etat. La preference dominante pour l'habitat est indiquee pour chaque espece. Les especes marines littorales et souterraines sont generalement endemiques et la majorite des isopodes des autres types d'habitat sont consideres comme immigrants. Les donnees sur la repartition et l'habitat sont analysees pour determiner les implications en ce qui concerne les origines des divers elements de la faune d'Amerique du Nord et leur prise en compte en vue de leur conservation., Terrestrial isopod species recorded from Canada and the continental United States are listed with the original literature citation for each province and state record. The major habitat preference of each species is given. Marine littoral and cave dwelling species are generally endemics and the majority of isopods from other habitat types are assumed immigrants. Distribution and habitat data are analysed for implications regarding the origins of various elements of the North American fauna and conservation concerns. La liste des especes d'isopodes terrestres du Canada et des Etats-Unis continentaux est fournie, ainsi que la citation originale dans la litterature pour chaque signalement de province et d'etat. La preference dominante pour l'habitat est indiquee pour chaque espece. Les especes marines littorales et souterraines sont generalement endemiques et la majorite des isopodes des autres types d'habitat sont consideres comme immigrants. Les donnees sur la repartition et l'habitat sont analysees pour determiner les implications en ce qui concerne les origines des divers elements de la faune d'Amerique du Nord et leur prise en compte en vue de leur conservation.]
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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".