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Record W4210312099 · doi:10.1080/02722011.2021.2007339

The Trans-Mountain Pipeline Expansion Project: Path Dependency in the Crown’s Reasoning

2021· article· en· W4210312099 on OpenAlexaffabout
Oxana Pimenova

Bibliographic record

VenueThe American Review of Canadian Studies · 2021
Typearticle
Languageen
FieldEngineering
TopicMining and Resource Management
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsIndigenousContext (archaeology)ArgumentativeEpistemologySociologyPath dependenceEconomicsGeographyMicroeconomicsEcologyArchaeologyPhilosophy

Abstract

fetched live from OpenAlex

This article examines the production and reproduction of the same arguments made by the Crown in consultations with Indigenous peoples over a controversial resource development project in Canada. To explain the stability of the Crown’s reasoning in consultations with Indigenous communities on Trans-Mountain Pipeline Expansion project (TM), I integrate the path dependence concept with the theory of motivated reasoning while keeping the analytical perspective of historical institutionalism. The context of TM consultations is instrumental in explaining argumentative stability: it demonstrates how the interplay of the dominance of the Crown and its reliance on formal authority rules and government findings produce increasing returns turning reasoning for TM into a self-reinforcing and path-dependent sequence of behavioral steps (biased argument production for TM and biased evaluation of arguments against TM). This sequence undermines the ability of the Crown to value arguments against TM equally with arguments for TM.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.799
Threshold uncertainty score0.990

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.021
GPT teacher head0.275
Teacher spread0.254 · 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 teacher head, not a consensus.

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

Citations4
Published2021
Admission routes2
Has abstractyes

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