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Enabling community energy planning? Polycentricity, governance frameworks, and community energy planning in Canada

2021· article· fr· W3170902980 on OpenAlex
Mark Winfield, Scott Harbinson, Susan Morrissey Wyse, Colleen Kaiser

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueCanadian Planning and Policy / Aménagement et politique au Canada · 2021
Typearticle
Languagefr
FieldSocial Sciences
TopicSocial Acceptance of Renewable Energy
Canadian institutionsUniversity of OttawaYork University
FundersGeorge Cedric Metcalf Charitable Foundation
KeywordsPolitical scienceGeography

Abstract

fetched live from OpenAlex

Cet article examine les expériences de planification énergétique communautaire (PEC) dans trois provinces canadiennes: la Colombie-Britannique; l’Ontario; et la Nouvelle-Écosse. Les études de cas sont utilisées pour répondre à deux questions: dans quelle mesure les expériences du PEC au Canada reflètent-elles des modèles de gouvernance conventionnels dans lesquels l'autorité est partagée entre différents paliers de gouvernement par rapport à des approches proprement polycentriques; et comment de telles activités polycentriques, autonomes et auto-organisées peuvent-elles réussir sans règles globales favorables venant des plus hauts paliers de gouvernements? Les trois cas démontrent des aspects de la gouvernance polycentrique, toutefois ils les cas mettent en évidence les limites des initiatives de gouvernance polycentrique locale en l'absence de politiques stables et cohérentes venant de paliers supérieurs. Ces résultats soulèvent des implications importantes sur la capacité des initiatives communautaires à fournir des réponses efficaces à des défis mondiaux complexes tels que le changement climatique en l'absence de cadres politiques et de gouvernance globaux favorables.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.627
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0040.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0010.003
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 head0.282
Teacher spread0.260 · 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