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Record W2795511799

Washington State's Economy in Relation to Canada and the Border

2015· article· en· W2795511799 on OpenAlexfundaboutno aff
Paul Storer, D. L. Davidson, Laurie Trautman

Bibliographic record

VenueWestern CEDAR (Western Washington University) · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council of CanadaFederal Highway AdministrationTransport CanadaWashington State UniversityU.S. Department of Transportation
KeywordsRelation (database)State (computer science)EconomyPolitical scienceEconomicsComputer science
DOInot available

Abstract

fetched live from OpenAlex

Economic ties have spanned the contemporary border between Washington State and Canada for as long as the Pacific Northwest has been inhabited. The native peoples of North America interacted across the border for centuries prior to the arrival of European explorers. In the early 19th century, the major regional European economic entity was the Hudson’s Bay Company. The fur-trading operations of this British-chartered corporation took place throughout its “Columbia Department” (a region that straddled the modern Canada – U.S. border), with outposts at locations such as Fort Vancouver and Fort Nisqually. The contemporary border dates from 1846, when the 49th parallel was established as the boundary between the British and the American portions of the Columbia Department.

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)0.000
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: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.110
Threshold uncertainty score0.796

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0200.004
Scholarly communication0.0090.002
Open science0.0010.002
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0090.000

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 head0.017
GPT teacher head0.242
Teacher spread0.225 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2015
Admission routes2
Has abstractyes

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