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Record W2054033297 · doi:10.1890/es11-00371.1

Historical‐ecological evaluation of the long‐term distribution of woodland caribou and moose in central British Columbia

2012· article· en· W2054033297 on OpenAlexafffundabout
Domenico Santomauro, Chris J. Johnson, Gail Fondahl

Bibliographic record

VenueEcosphere · 2012
Typearticle
Languageen
FieldEnvironmental Science
TopicWildlife Ecology and Conservation
Canadian institutionsUniversity of Northern British Columbia
FundersReal Estate Foundation of British Columbia
KeywordsWoodland caribouGeographyEcologyWoodlandTerm (time)Distribution (mathematics)HabitatBiology

Abstract

fetched live from OpenAlex

Throughout the 1800s and the 1900s, woodland caribou disappeared from much of the central and southern portions of British Columbia, Canada. Conversely, moose populations expanded during the 1900s and rapidly colonized forested areas formerly occupied by caribou. Although the general trend in range recession and expansion is documented, the processes, timing, and spatial extent of overlap between these two ungulates are uncertain. Such details have implications for our understanding of the ecology of these species and the conservation of woodland caribou. Using historical‐ecological methods, we documented the distribution and abundance of caribou and moose over a 150‐year period. Also, we evaluated three general sources of evidence for documenting long‐term changes in the distribution of hunted or trapped fauna: (1) semi‐structured interviews with Aboriginal and non‐aboriginal residents; (2) journals of the Hudson's Bay Company (HBC); and (3) primary written sources. The findings of this study suggested that caribou were relatively wide‐spread throughout the study area until the late 1800s when their distribution began to decline. The first recorded sighting of moose in the study area was 1832, although consensus among sources suggested that moose expanded into the area at the end of the 1800s becoming abundant in the 1920s and 1930s. Proposed causes of decline of caribou included climatic change during the 1800s and habitat loss, hunting, and altered predator‐prey dynamics through the early 1900s. Our analysis of three sources of historical information and knowledge confirmed the value of Local and Traditional Ecological Knowledge in documenting and explaining long‐term historical distribution of hunted species. Alternatively, HBC journals and other written sources provided good temporal specificity, but few recorded locations of caribou or moose. Documenting changes in the long‐term distribution of both species can enlighten conservation planning for woodland caribou.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.089
Threshold uncertainty score0.180

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.013
GPT teacher head0.211
Teacher spread0.198 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations26
Published2012
Admission routes3
Has abstractyes

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