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Record W4404906409 · doi:10.1162/glep_a_00766

Lithium’s Northern Buzz: Extractivism, Energy Transitions, and Resource Frontiers in Abitibi-Témiscamingue, Québec

2024· article· en· W4404906409 on OpenAlex
Donald Kingsbury

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueGlobal Environmental Politics · 2024
Typearticle
Languageen
FieldEngineering
TopicMining and Resource Management
Canadian institutionsnot available
Fundersnot available
KeywordsMarketing buzzPolitical scienceResource (disambiguation)Lithium (medication)BusinessComputer scienceAdvertising

Abstract

fetched live from OpenAlex

Abstract In the “buzz” before extraction begins in earnest, landscapes, financial interests, and communities are reshaped in anticipation of economic windfalls—even if a project never materializes. The buzz around critical minerals necessary for decarbonization technologies adds the existential threat of the climate crisis to the financial, social, and political pressures that normally drive resource extraction. As this article illustrates in its study of the emerging lithium frontier in Abitibi-Témiscamingue, Québec, these processes are always overdetermined, blurring simple causal explanations—particularly in the early and sustaining “buzz” of extraction. Drawing from interviews with frontline communities and decision makers, I aim here to assess the relationship between extraction and energy transitions at emerging energy frontiers of the Global North. Path dependency, geopolitics, and local dynamics all inform the (re)formation of resource frontiers and, in the process, offer new ways to consider the politics of extraction and energy transitions in the context of intensifying climate crises.

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.

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)0.000
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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.779
Threshold uncertainty score0.842

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.003
GPT teacher head0.163
Teacher spread0.161 · 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