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Record W3183266177 · doi:10.1002/wcc.733

Toward transformative climate justice: An emerging research agenda

2021· article· en· W3183266177 on OpenAlexfundno aff
Peter Newell, Shilpi Srivastava, Lars Otto Næss, Gerardo A. Torres Contreras, Roz Price

Bibliographic record

VenueWiley Interdisciplinary Reviews Climate Change · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicEnvironmental Justice and Health Disparities
Canadian institutionsnot available
FundersEconomic and Social Research CouncilIntelligent Systems CenterJapan Science and Technology CorporationInternational Development Research Centre
KeywordsClimate justiceScholarshipEconomic JusticeEnvironmental justiceTransformative learningEnvironmental ethicsClimate changeSociologyContext (archaeology)Political economy of climate changePolitical scienceLawEcologyGeography

Abstract

fetched live from OpenAlex

Abstract Calls for climate justice abound as evidence accumulates of the growing social and environmental injustices aggravated or driven by climate change. There is now a considerable and diverse literature on procedural, distributional and intergenerational dimensions, including questions of recognition in climate justice. Yet its meaning, scope and practical implications are still contested. Importantly, the broader landscape within which climate justice is situated is rapidly changing, bringing new challenges to the understanding and practice of climate justice. This review takes stock of climate justice literature in view of this new context. We find several disconnects and tensions between more philosophical and academic treatments of the subject on the one hand, and “activist”‐oriented approaches to climate justice on the other. Scholarship often falls into silos around scales from global and local, between mitigation and adaptation or draws distinctions between climate justice and other forms of (in)justice. This inhibits an understanding of climate justice that can address more directly its underlying root causes in an historically constituted global economic system and intersecting set of social inequalities. We propose a research agenda centered on a transformative approach to climate justice, placing analysis of power in its various guises at the center of its enquiry, and subverting and moving beyond existing distinctions by focusing on the social and institutional relations and inequalities that both produce climate change and profoundly shape responses to it. We elaborate on three key strands of such an approach: inclusive climate justice, deepening climate justice and governance for climate justice. This article is categorized under: Climate, Nature, and Ethics > Ethics and Climate Change Climate, Nature, and Ethics > Climate Change and Global Justice

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)0.024
metaresearch head score (Gemma)0.019
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: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.024
Threshold uncertainty score0.124

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0240.019
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0030.006
Science and technology studies0.0050.039
Scholarly communication0.0180.027
Open science0.0040.013
Research integrity0.0120.014
Insufficient payload (model declined to judge)0.0120.001

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 head0.410
GPT teacher head0.515
Teacher spread0.105 · 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

Citations388
Published2021
Admission routes1
Has abstractyes

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