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Record W7046571855

Developing Successful Native/Non-Native Joint Management Systems: Four Case Studies of Interim Measures Agreements for Renewable Resources in British Columbia (Canada)

2011· article· en· W7046571855 on OpenAlex

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

VenueDigital Library Of The Commons Repository (Indiana University) · 2011
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsTreatyNegotiationContext (archaeology)InterimLegislatureRenewable energySettlement (finance)Resource management (computing)
DOInot available

Abstract

fetched live from OpenAlex

"The prevailing approach to resolving land claims negotiations in British Columbia (Canada), as exemplified by the recently signed Nisga'a Agreement in Principle, relies on a combination of land settlement and cash compensation. This paper explores alternative approaches involving joint management (or 'interim measures') agreements for renewable resources. Such agreements can establish reciprocal obligations for improved management of renewable resources amongst a range of stakeholders without alienating constitutional rights and pending the resolution of treaty issues. Several recent examples of joint management agreements for forestry, fisheries and land management in British Columbia are reviewed in the context of common property management regimes. These examples demonstrate the importance of broad, enabling regulatory and legislative frameworks within which agreements can be negotiated and refined in practice, rather than through formal negotiations. Prescriptions are offered relating to the potential of joint management agreements to address the highly politicized and diverse interests of all parties and provide durable and flexible resolution of outstanding aboriginal claims."

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.525
Threshold uncertainty score0.758

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 science0.0010.001
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 head0.036
GPT teacher head0.208
Teacher spread0.173 · 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