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Record W3175564081 · doi:10.22230/cjc.2021v46n2a3781

Staking a Claim: Mineral Mining, Prospecting Logics, and Settler Infrastructures

2021· article· en· W3175564081 on OpenAlexaffvenueabout
Hannah Tollefson

Bibliographic record

VenueCanadian Journal of Communication · 2021
Typearticle
Languageen
FieldEngineering
TopicMining and Resource Management
Canadian institutionsMcGill University
Fundersnot available
KeywordsProspectingColonialismPoliticsIntervention (counseling)Political scienceBusinessLawEngineeringMining engineering

Abstract

fetched live from OpenAlex

Background: Various jurisdictions around the world have adopted online mineral staking platforms, designed to create a seamless process for acquiring mineral rights. This article considers how territory is mediated through staking practices and emerging digital prospecting procedures by tracing the implementation of Mineral Titles Online, Canada’s first web-based mineral title interface. Analysis: The article draws on archival materials, explores legal cases, and analyzes the staking application to examine how this practice reconstructs settler colonial logics. Conclusion and implications: The staking application operates as an infrastructure of ongoing colonial extractivism, yet is open to various forms of political intervention—as demonstrated by communities who undermine its intended use.

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)0.003
metaresearch head score (Gemma)0.011
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 score0.729
Threshold uncertainty score0.540

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0130.034
Scholarly communication0.0140.006
Open science0.0010.006
Research integrity0.0020.003
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 head0.012
GPT teacher head0.203
Teacher spread0.191 · 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

Citations6
Published2021
Admission routes3
Has abstractyes

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