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Record W4308460474 · doi:10.26522/ssj.v16i3.2746

“We Live in a Very Toxic World”: Changing Environmental Landscapes and Indigenous Food Sovereignty

2022· article· en· W4308460474 on OpenAlexvenueno aff
Jessica L. Liddell, Sarah Kington, Catherine E. McKinley

Bibliographic record

VenueStudies in Social Justice · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicEnvironmental Justice and Health Disparities
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousEnvironmental justiceSubsistence agricultureFood sovereigntyFood securityEconomic growthPopulationPolitical scienceEconomic JusticeColonialismSocioeconomicsEnvironmental planningGeographySociologyEnvironmental healthEcologyLawAgricultureMedicine

Abstract

fetched live from OpenAlex

The purpose of this article is to understand how historical oppression has undermined health through environmental injustices that have given rise to food insecurity. Specifically, the article examines ways in which settler colonialism has transformed and contaminated the land itself, impacting the availability and quality of food and the overall health of Indigenous peoples. Food security and environmental justice for Gulf Coast, state-recognized tribes has been infrequently explored. These tribes lack federal recognition and have limited access to recourse and supplemental resources as a result. This research fills an important gap in the literature through exploring the intersection of environmental justice and food insecurity issues for this population. Partnering with a community-advisory board and using a qualitative descriptive methodology, 31 Gulf Coast Indigenous women participated in semi-structured interviews about their healthcare experiences and concerns. Through these interviews, participants expressed concerns about (a) the environmental impacts of pollution on the contamination of food and on the health of tribal members; and (b) the impact of these changes on the land, such as negatively impacting gardening practices. The authors of this study document how environmental changes have compounded these concerns and contribute to the overall pollution of food and water sources and unviability of subsistence practices, severely effecting tribal members’ health. In conclusion, we show how social and environmental justice issues such as pollution, industry exploitation, and climate change perpetuate the goals of settler colonialism through undermining cultural practices and the overall health of Indigenous peoples.

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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.032
Threshold uncertainty score0.063

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 studies0.0140.028
Scholarly communication0.0040.004
Open science0.0010.007
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.040
GPT teacher head0.327
Teacher spread0.287 · 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

Citations10
Published2022
Admission routes1
Has abstractyes

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