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Record W2794541080 · doi:10.1017/s001041751800004x

Obvious but Invisible: Ways of Knowing Health, Environment, and Colonialism in a West Coast Indigenous Community

2018· article· en· W2794541080 on OpenAlexaff
Paige Raibmon

Bibliographic record

VenueComparative Studies in Society and History · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicEnvironmental Justice and Health Disparities
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsIndigenousColonialismState (computer science)Environmental justiceEconomic JusticeSovereigntyEnvironmental ethicsIndigenous rightsTraditional knowledgePolitical scienceSociologyPolitical economyClimate justiceLawPoliticsClimate changeEcology

Abstract

fetched live from OpenAlex

Abstract This paper interrogates the specific workings and stakes of slow violence on Indigenous ground. It argues that despite similarities with other environmental justice struggles, Indigenous ones are fundamentally distinct because of Indigenous peoples' unique relationship to the polluted or damaged entity, to the state, and to capital. It draws from Indigenous studies, history, anthropology, geography, sensory studies, and STS, to present results from research with the Mowachaht Muchalaht First Nation, an Indigenous people on the west coast of British Columbia. Throughout the 1970s and 1980s, this community used successive strategies to try to render its knowledge about health, environment, and authority visible to the settler state. Each strategy entailed particular configurations of risk, perceptibility, and uncertainty; each involved translation between epistemologies; and each implicated a distinct subject position for Indigenous peoples vis-à-vis the state. The community's initial anti-colonial, environmental justice campaign attempted to translate local, Indigenous ways of knowing into the epistemologies of environmental science and public health. After this strategy failed, community leaders launched another that leveraged the state's legal epistemology. This second strategy shifted the balance of risk and uncertainty such that state actors felt compelled to act. The community achieved victory, but at a price. Where the first strategy positioned the community as a self-determined, sovereign actor; the second positioned it as a ward of the state. This outcome illustrates the costs that modern states extract from Indigenous peoples who seek remedial action, and more generally, the mechanisms through which the colonial present is (re)produced.

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)0.006
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.963
Threshold uncertainty score0.465

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.005
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.001
Science and technology studies0.0370.050
Scholarly communication0.0100.005
Open science0.0010.014
Research integrity0.0020.005
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 head0.215
GPT teacher head0.385
Teacher spread0.170 · 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.

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

Citations1
Published2018
Admission routes1
Has abstractyes

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