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Record W4375834035 · doi:10.3391/bir.2023.12.2.22

Range expansion within the northern USA by the accidentally introduced Carabus granulatus Linnaeus, 1758 (Coleoptera: Carabidae)

2023· article· en· W4375834035 on OpenAlexfundno aff
James K. Liebherr, Andrew M. Liebhold, Brandon Woo, Ann E. Hajek

Bibliographic record

VenueBioInvasions Records · 2023
Typearticle
Languageen
FieldEnvironmental Science
TopicForest Insect Ecology and Management
Canadian institutionsnot available
FundersNatural Resources CanadaU.S. Forest ServiceCollege of Engineering, Michigan State UniversityNational Metal and Materials Technology CenterUniversité de MontréalUniversity of AlbertaNew Mexico State UniversityNational Museum of Natural HistoryMcGill UniversitySmithsonian InstitutionMichigan State UniversityUniversity of ConnecticutOhio State University
KeywordsRange (aeronautics)EcologyBiologyIntroduced speciesZoologyGeographyEngineering

Abstract

fetched live from OpenAlex

The Palearctic ground beetle Carabus granulatus Linneaus, 1758 has been accidentally introduced to North America on multiple occasions.We review previous reports of its North American colonization history, and document range expansion into northern California, Montana, New York state, Vermont, and Maine.We also review its several reported interceptions.The species is eurytopic, occupying marginal heathland and open wet forest habitats in the Old World, and is not particularly associated with human habitation.New World populations retain these habitat preferences, with established introductions often occurring along coastlines or waterways.Spread by the flightless C. granulatus in North America is compared to two other carabid species introduced to North America: 1, the exceedingly synanthropic, also flightless, Carabus nemoralis Mller; and 2, the flight-capable, extremely eurytopic Nebria brevicollis (F.).Geographic expansion in all three species is positively associated with breadth of habitat preference, dispersal ability, and degree of synanthropic association.For all three species, transport via human activities is an important factor promoting range expansion.Based on the Palearctic distribution of C. granulatus, its North American range can be expected to expand trans-continentally, coalescing populations originating from the independent colonizations, while also expanding southward where habitats meet the ecological criteria necessary for the species' persistence.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.245
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.005

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.

Opus teacher head0.014
GPT teacher head0.225
Teacher spread0.211 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2023
Admission routes1
Has abstractyes

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