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Record W4409906845 · doi:10.1139/er-2024-0125

Wolverines and wilderness: a review of wolverine response to human disturbance

2025· review· en· W4409906845 on OpenAlexafffundvenue
Matthew A. Scrafford, Jeff Copeland, Laura K. McCaw, Michael A. Sawaya, Mark S. Boyce

Bibliographic record

VenueEnvironmental Reviews · 2025
Typereview
Languageen
FieldEnvironmental Science
TopicSpecies Distribution and Climate Change
Canadian institutionsUniversity of AlbertaWildlife Conservation Society Canada
FundersR. Howard Webster FoundationDonner Canadian FoundationWeston Family FoundationEcho Foundation
KeywordsDisturbance (geology)WildernessMustelidaeGeographyEcologyEnvironmental resource managementEnvironmental scienceBiology

Abstract

fetched live from OpenAlex

Wolverines ( Gulo gulo) are associated with wilderness areas with minimal human-caused habitat degradation and mortality. However, their future is uncertain, as an increasing portion of their range that was de facto wilderness now overlaps with industrial development, recreation, and fur harvest. We reviewed the North American wolverine literature, with insights from Fennoscandia, to determine the relative effects of nonlethal and lethal human disturbances on wolverines and whether populations in nonwilderness habitats can be viable. Wolverines occupy home ranges that partly or completely overlap areas with industrial development and recreation. There are positive nonlethal effects, including wolverine use of industrial infrastructure for cover, movement, reproductive den sites, or forage. Nonetheless, much of the evidence suggests that wolverines do not use areas with nonlethal human disturbance, with occlusion stronger as the magnitude of human activity increases. Nonlethal disturbances also might have negative effects on reproduction and increase competition. There appears to be an association between population decline and nonlethal human disturbance, although it can be difficult to disentangle from lethal human disturbances that often occur coincidentally. In landscapes with human disturbances, most deaths are associated with fur harvest facilitated by road access, while vehicle collision, nuisance control, and predation occur to a lesser extent. We found a relatively clear link between population decline and lethal human disturbances at local and intermediate scales, particularly in fragmented habitats in the southern mountains, although we are uncertain how this relationship translates to broader scales. We suggest the viability of wolverines in nonwilderness habitats will vary based on the type and magnitude of human disturbance, with populations potentially capable of overlapping with low-intensity nonlethal human disturbances if mortality is controlled. Wolverine conservation should focus on the creation of refugia, but we propose numerous methods to achieve this outside of creating protected areas that include land-use planning, caribou habitat management, reduced incidental harvest, and management of industrial attractants. Lastly, our review highlights the need for monitoring and enhanced research aligned with the knowledge gaps in wolverine ecology that we identified.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.902
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0230.001

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.

Opus teacher head0.035
GPT teacher head0.328
Teacher spread0.293 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations2
Published2025
Admission routes3
Has abstractyes

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