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Record W4206336843 · doi:10.1093/cdj/bsab050

Decolonizing Climate Research and Policy: making space to tell our own stories, in our own ways

2021· article· en· W4206336843 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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueCommunity Development Journal · 2021
Typearticle
Languageen
FieldHealth Professions
TopicIndigenous Studies and Ecology
Canadian institutionsYork University
Fundersnot available
KeywordsIndigenousMainstreamGovernment (linguistics)CapitalismColonialismEnvironmental ethicsSustainable developmentClimate changePolitical sciencePolitical economySociologyEconomic growthPoliticsLawEconomicsEcology

Abstract

fetched live from OpenAlex

Abstract As the climate crisis deepens, the discourse aimed at finding solutions continues to intensify. Increasingly, government agencies and world leaders are recognizing the critical importance of including Indigenous knowledge and perspectives in the development of sustainable responses. To date, however, opportunities for meaningful Indigenous engagement in the creation and development of climate solutions remain few and far between. Where such opportunities do exist, they are most often designed with the intention of trying to `incorporate' limited elements of Indigenous thinking into an established non-Indigenous framework. This process of `Indigenizing' mainstream initiatives achieves little if anything in the way of deconstructing the colonial world view that has caused the climate crisis in the first place. Actively decolonizing Canada's and the world's responses to climate change is absolutely necessary if global society is to achieve the `transformation' of our economies and societies deemed essential for our survival by the United Nations Intergovernmental Panel on Climate Change (IPCC), among others. No longer can we afford to simply `tweak the system' by slotting into mainstream processes those elements of Indigenous world view that seem to `fit' most comfortably. If we continue to value the colonial system of neoliberalism and runaway capitalism over those proven sustainable paradigms wherein respect for all life is paramount, then no lasting solutions are possible. Instead, we need to `flip the script', and start providing spaces wherein Indigenous thinking and world view provide the fundamental framework, and non-Indigenous ideas that align sufficiently with Indigenous principles may be incorporated as appropriate. This article recounts a panel discussion, hosted by Indigenous Climate Action, in which four influential Indigenous climate researchers, organizers and policy experts share their reflections on how climate research and policy can be actively decolonized. The panelists draw on their experiences to engage and encourage the audience, listeners, and readers to explore ways to decolonize their own perspectives and to support climate solutions inclusive of all People.

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)0.010
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.219
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0100.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0220.000
Scholarly communication0.0000.000
Open science0.0000.003
Research integrity0.0000.005
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 head0.279
GPT teacher head0.507
Teacher spread0.229 · 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