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Record W3191824843 · doi:10.2458/jpe.2967

Fractured alliance: state-corporate actions and fossil fuel resistance in Northwest British Columbia, Canada

2021· article· en· W3191824843 on OpenAlexafffundabout
Fiona MacPhail, Paul Bowles

Bibliographic record

VenueJournal of Political Ecology · 2021
Typearticle
Languageen
FieldEnvironmental Science
TopicAtmospheric and Environmental Gas Dynamics
Canadian institutionsUniversity of Northern British Columbia
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsAllianceFossil fuelCorporate governanceEnergy securityPoliticsState (computer science)Liquefied natural gasPolitical scienceNatural gasEconomyBusinessEnvironmental protectionEngineeringGeographyEconomicsRenewable energyWaste managementFinanceLaw

Abstract

fetched live from OpenAlex

The northwest region of British Columbia, Canada has been at the center of multiple fossil fuel projects over the past decade as corporations have sought access to the coastline in order to export their products. Analyzing the dynamics of how and why groups and communities responded to two specific fossil fuel projects, we address the question: why did the "unlikely alliance" formed at the local level in northwest B.C. to resist the Enbridge oil pipeline project fracture just a few years later in the case of the LNG Canada/Coastal GasLink Liquefied Natural Gas project and pipeline project? We argue that the fracturing arose in part because of historic vulnerabilities of the resource periphery, and the legacy of settler colonial governance but also because state and corporate actors used their powers to increase the financial incentives for communities to support LNG projects, to change the discourse on fossil fuels by promoting the concept of LNG as "clean"energy, deflecting attention from the fracking of natural gas, and to isolate environmental organizations by casting them as "outsiders." The findings contribute to the literature by analyzing the reasons not only for the formation but also for the fragility and fracturing of alliances in contemporary energy politics.

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)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.088
Threshold uncertainty score0.636

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.004
Science and technology studies0.0190.007
Scholarly communication0.0070.001
Open science0.0010.004
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0070.000

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 head0.007
GPT teacher head0.200
Teacher spread0.193 · 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 designQualitative
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

Citations4
Published2021
Admission routes3
Has abstractyes

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