MétaCan
Menu
Back to cohort
Record W2594567985 · doi:10.1111/capa.12202

Power and smart meters: A political perspective on the social acceptance of energy projects

2017· article· en· W2594567985 on OpenAlexaboutno aff
Maya Jegen, Xavier D. Philion

Bibliographic record

VenueCanadian Public Administration · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Acceptance of Renewable Energy
Canadian institutionsnot available
Fundersnot available
KeywordsOpposition (politics)MonopolyNormativePoliticsPublic policyElectricityPublic administrationPower (physics)SociologyEconomicsPublic relationsPolitical economyPolitical scienceLawMarket economyEngineering

Abstract

fetched live from OpenAlex

Abstract Social acceptance has become a key consideration for promoters, government officials and citizens when instituting new energy infrastructures and technologies. Often theorized in normative terms, it is not clear whether and when social acceptance matters. This article explores the rollout of smart meters in Quebec, which proceeded despite significant opposition from municipalities, community groups and unions. Drawing on core concepts from punctuated equilibrium theory—policy monopoly, policy venue, policy image—we argue that this opposition had no policy venue to express its grievances. Quebec's electricity sector, with a stable policy environment controlled by a policy monopoly and buttressed by a strong policy image, provided few opportunities to expand the conflict. We conclude from this analysis that public administrators should consider power when measuring social acceptance in political processes.

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)0.007
metaresearch head score (Gemma)0.009
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 score0.277
Threshold uncertainty score0.558

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.002
Science and technology studies0.0130.036
Scholarly communication0.0100.002
Open science0.0010.004
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0060.000

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 head0.041
GPT teacher head0.329
Teacher spread0.288 · 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

Citations29
Published2017
Admission routes1
Has abstractyes

Explore more

Same venueCanadian Public AdministrationSame topicSocial Acceptance of Renewable EnergyFrench-language works237,207