MétaCan
Menu
Back to cohort
Record W4409107233 · doi:10.55016/ojs/jisd.v13i1.81110

Disrupting the Climate Emergency through Indigiqueer Futurities

2025· article· en· W4409107233 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

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.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.424
Threshold uncertainty score0.982

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0200.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.035
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