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Record W7001128136

Introduction to the Special Issue: Québec Hydropower for a Green Massachusetts? Connections, Contradictions, and Contests of Renewable Energy

2021· article· en· W7001128136 on OpenAlexaboutno aff

Bibliographic record

VenueScholarworks (University of Massachusetts Amherst) · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicWater Governance and Infrastructure
Canadian institutionsnot available
Fundersnot available
KeywordsHydropowerRenewable energyPoliticsElectricityMains electricityElectricity generation
DOInot available

Abstract

fetched live from OpenAlex

This essay introduces the special issue. The issue connects a serious policy effort to increase renewable electricity in a densely populated economic region, Massachusetts, to the environmental and social changes and political conflicts in more remote rural regions where the necessary infrastructure must be built. Readers are oriented to Hydro-Québec's current major hydropower construction project on the Romaine River, in the territory of the Innu First Nation, a river the Innu call the UnamenShipu. The seven articles follow geographically from electric policymaking in Massachusetts to transmission infrastructure proposals first in New Hampshire and then in Maine, to the Romaine UnamenShipu River in Québec. Collectively the articles provide broader theoretical and practical insight, showing that connections, contradictions, and contests--spatial and material linkages, political economies and political ecologies, and divided political geographies--are inherent in the use of large-scale renewable electricity from remote locations as a route to climate mitigation.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.711
Threshold uncertainty score1.000

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 studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.008
GPT teacher head0.216
Teacher spread0.208 · 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.

Study designNot applicable
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

Citations1
Published2021
Admission routes1
Has abstractyes

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