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Record W4298007154 · doi:10.1505/146554822835941823

Power-sharing between the Cree and Québec governments in Eeyou Itschee (Québec, Canada): sovereignties, complexity, and equity under the Adapted Forestry Regime of the Paix des Braves

2022· article· en· W4298007154 on OpenAlex
François-Xavier Cyr, Stephen Wyatt, Martin Hébert

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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueThe International Forestry Review · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsUniversité de MonctonUniversité Laval
Fundersnot available
KeywordsEquity (law)IndigenousGovernment (linguistics)PoliticsPolitical scienceState (computer science)ForestryForest managementPublic administrationGeographyBusinessEnvironmental resource managementEcologyEconomicsLawComputer science

Abstract

fetched live from OpenAlex

The Adapted Forestry Regime (AFR) of the Paix des Braves agreement is an important stepping-stone in the long process of involving Indigenous Peoples in state management of forestlands in Canada. This paper explores the challenges raised by a process involving the Cree nation and the Québec provincial government in the implementation of a collaborative approach to forest management on Cree traditional lands. We present three key processes that have contributed to the AFR since 2002, each of which led to further agreements, committees and processes. While the Crees have obtained additional powers for forestland management through the AFR, our analysis reveals the complexity of these processes that must deal with both political and technical issues that are often closely intricated one with the other. Ultimately, it is the Crees who bear the heaviest burden of the compromises that must be made implementing this collaborative process.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.537
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
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.001
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 head0.101
GPT teacher head0.307
Teacher spread0.206 · 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