MétaCan
Menu
Back to cohort
Record W2221546024

Impact and Benefit Agreements and the Political Ecology of Mineral Development in Nunavut

2006· dissertation· en· W2221546024 on OpenAlexaboutno aff
Michael Hitch

Bibliographic record

VenueUWSpace (University of Waterloo) · 2006
Typedissertation
Languageen
FieldHealth Professions
TopicIndigenous Studies and Ecology
Canadian institutionsnot available
Fundersnot available
KeywordsPoliticsPolitical ecologyEcologyGeographyPolitical scienceEnvironmental planningNatural resource economicsBiologyEconomicsLaw
DOInot available

Abstract

fetched live from OpenAlex

Mining has been a major economic activity in the Canadian Arctic for the last century. It has made a valuable contribution to the development of this fragile economy and to the living standards of its inhabitants. The benefits include jobs and income, tax revenues and the social programs they finance, foreign exchange earnings, frontier development, support for local infrastructure, and economic diversification into a broad range of activities beyond the life of the mine. These benefits emerge as the result of activities and influences of several actors that exercise differing degrees of power, whether coercive or exchange by nature. These benefits, however, do not come without costs, particularly to Northern peoples who have suffered historically from the inequitable distribution of resources benefits and inevitable, adverse socio-cultural and biophysical impacts of rapid resource development. Impact and Benefit Agreements (IBAs) are a mandatory aspect of the Nunavut Land Claims Agreement. Proponents wishing to develop natural resources on Inuit-owned land are required to negotiate and complete an IBA with the Regional Inuit Organization. These agreements have evolved from simple socio-economic contracts, to multiparty assemblages of agreements designed to promote sustainability beyond the operating life of the mine. A political ecology approach was taken. Using this approach, it was determined that the distribution of decision-making power appears to be unequal and largely confined to the Industrial and Regional Inuit Association actors. As a result, other affected interests were marginalized in the process including members of the local community, environmental and other non-governmental organizations, and federal, territorial and hamlet government actors. Nevertheless, the use of IBAs signal a recognition on the part of all stakeholders that historic mining practices are no longer acceptable and that it is now necessary to move towards a more equitable and sustainable approach to mineral development. In order to answer the question of an IBA's usefulness as a tool of sustainability, a set of sustainable mining criteria was developed and used to assess whether, in fact, the agreement could be used to promote a more sustainable path to mining development in the North. After the application of the criteria to IBAs in general and to one case study in particular, which fell under the Nunavut Land Claims Agreement, it was discovered that the IBA instrument is limited in its utility—at least in terms of its current structure. However, in conjunction with other agreements and review processes, the IBAs utility as a tool of sustainability may be enhanced. By the Nunavut Land Claims Agreement's very nature, decision-making ability on behalf of the community is restricted to the Kitikmeot Inuit Association that only represents the interests of beneficiaries of the Nunavut Land Claims Agreement and the industrial proponent. Opportunities for broader community (non-beneficiaries) input appear limited, thus restricting the usefulness of IBAs as a tool of community sustainability, at least until this weakness is addressed. Moreover, on a broader level of analysis, it should also be noted that the IBAs still are designed to operate within the global, liberal, capitalist system which itself leads to power imbalances. Nevertheless, it should be noted that IBAs signal a recognition on the part of all stakeholders, that historic mining practices are no longer acceptable and that it is now necessary to move towards a more equitable and sustainable approach to mineral development.

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)0.003
metaresearch head score (Gemma)0.003
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 score0.959
Threshold uncertainty score0.381

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0120.012
Scholarly communication0.0050.001
Open science0.0010.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.013
GPT teacher head0.282
Teacher spread0.269 · 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

Citations21
Published2006
Admission routes1
Has abstractyes

Explore more

Same venueUWSpace (University of Waterloo)Same topicIndigenous Studies and EcologyFrench-language works237,207