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Record W7055116914

Co-Management Efforts as Social Movements: The Tin Wis Coalition and the Drive for Forest Practices Legislation in British Columbia

2009· article· en· W7055116914 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) · 2009
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsStewardship (theology)LegislationCertified woodGovernment (linguistics)Forest managementSustainable forest management
DOInot available

Abstract

fetched live from OpenAlex

"In 1991, a model forest practices act that would radically transform methods of forest management in British Columbia was proposed by a coalition of First Nations, trade unions, environmentalists and small businesses. If implemented, the Tin Wis Forest Stewardship Act would see the province of British Columbia give a prominent forest management role to bioregional boards. The proposed legislation followed two decades of activism in the community forestry movement in BC and represented an attempt to institute a co-management agreement between the provincial government and the communities, aboriginal people and other stakeholders most affected by forestry practices in the long run.
\n
\n"The effort to write and raise support tor the Forest Stewardship Act provides an important opportunity to consider new middle-range theoretical propositions predicting the conditions under which co-management agreements successfully arise and persist. Co-management of Crown or state-owned forests in particular is an ideal vehicle for exploring co-management because of the numerous and tightly entwined resources involved in a forest ecosystem: fisheries, wildlife and water all 'flow through' the forest and have complex symbiotic relationships which are affected by changes to the forest."

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 score0.302
Threshold uncertainty score0.515

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 studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
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 head0.006
GPT teacher head0.203
Teacher spread0.197 · 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