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Record W4409107233 · doi:10.55016/ojs/jisd.v13i1.81110

Disrupting the Climate Emergency through Indigiqueer Futurities

2025· article· en· W4409107233 on OpenAlexaff
Lewis Williams, Sakihitowin Awasis, Jordan Ramnarine

Bibliographic record

VenueJournal of indigenous social development · 2025
Typearticle
Languageen
FieldHealth Professions
TopicIndigenous Studies and Ecology
Canadian institutionsUniversity of TorontoWestern University
Fundersnot available
KeywordsGeography

Abstract

fetched live from OpenAlex

The climate emergency poses particular challenges for gender and sexually diverse members of Indigenous communities, rooted both in the historical legacies of colonization and its ongoing forms. To date, there is a dearth of research documenting the climate change experiences of Indigiqueer people. Existing research demonstrates clear pathways between access to the social and Indigenous determinants of health and vulnerability to climatic shifts and extreme weather events of Indigenous and LGBTQ+ communities independently of each other. People at the intersection of these identities – those who are both Indigenous and have gender or sexual diverse identities – will inevitably encounter heightened challenges relative to each population. Furthermore, lived experience of climate impacts and saturation in “climate-vulnerability” discourse has prompted Indigenous and LGBTQ+ advocacy and action regarding the particular capabilities they can contribute to climate change science and strategy. However, within both Indigenous and LGBTQ+ communities, the unique challenges and potential contributions that Indigiqueer peoples might make to climate adaptation and mitigation strategies – and more broadly to Indigenous futurities and planetary well-being – are vastly under-researched and overlooked. Yet many Indigiqueer peoples are actually on the frontlines of climate justice movements, embodying unique cultural-ecological resurgent agencies that arise from intersecting identities and contributing to the epistemic diversity (multiple ways of knowing) of queer climate justice. Accordingly, this commentary by two Indigiqueer scholar-practitioners and one queer racialized scholar argues that Indigiqueer peoples have unique agencies with which to respond to the climate emergency. Just as significantly, we argue that these agencies, which are sometimes overlooked within Indigenous environmental justice frameworks, have broader relevance for the cultural-ecological restoration work which is so urgently needed for planetary health and wellbeing today.

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)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.026
Threshold uncertainty score0.062

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0240.050
Scholarly communication0.0090.010
Open science0.0020.006
Research integrity0.0120.018
Insufficient payload (model declined to judge)0.0040.001

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 head0.035
GPT teacher head0.404
Teacher spread0.369 · 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 designTheoretical or conceptual
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

Citations2
Published2025
Admission routes1
Has abstractyes

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