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Record W4393907065 · doi:10.46692/9781529232332.016

Centring the Demand for Critical Climate Justice Education

2023· other· en· W4393907065 on OpenAlexaff
Bennett Collins, Alison M. S. Watson

Bibliographic record

Venuenot available
Typeother
Languageen
FieldAgricultural and Biological Sciences
TopicClimate change impacts on agriculture
Canadian institutionsMcMaster University
Fundersnot available
KeywordsCentringClimate justiceEconomic JusticeSociologyClimate changePolitical scienceEcologyLawEngineeringBiology

Abstract

fetched live from OpenAlex

Introduction The lived experiences of children and young people and the actualization of their political agency – whether individually or collectively – remain largely under-recognized within wider policy frameworks, especially those that attempt to systemically address the ongoing climate crisis. In terms of current global priorities, the climate crisis is placing children and young people at the centre of both policy and advocacy, and there are now multiple examples of political spaces within a context in which they can be seen to be an important part of ‘doing the work’ (see, for example, Byrne et al, 2019). This chapter examines this centrality within the context of education, specifically arguing that children and young people are increasingly advocating for a ‘critical climate justice praxis’, as coined by Sultana (2022: 119), that ‘demands systemic changes to address structural inequities and destabilize power systems that produce various climate injustices’. This is becoming more visible as a result of the political space that liberal institutions are allocating children and young people as moral authorities in addressing the climate crisis (Leggett, 2019) because they, and future generations, will be the ones witnessing its long-term impacts. However, the demand for a climate justice praxis, and this moral positioning, clash with current educational frameworks for climate action in that, despite the widespread recognition by key stakeholders that critical climate justice education should involve radical critique, examination, and solutions, what currently exists is a framing that is neoliberal and colonial in nature. This chapter argues that alongside the very clear central role that children and young people play in climate action, what is required is a recognition that current frameworks of climate education are not, in fact, fit for the radical change that the climate crisis requires. Many of the education policies currently being promoted strip questions of justice, politics, and power from discussions of climate change and, in the end, deny children and young people the political space required to fully explore the causes and spectrum of responses to climate change. This is to say that the current policy environment sends a dual message that while children and young people are authorities in climate politics, they should not be given education that is critical of historical and enduring colonial and neoliberal structures, which remain the cause of the climate crisis.

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)0.011
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.017
Threshold uncertainty score0.096

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0070.034
Scholarly communication0.0150.015
Open science0.0020.013
Research integrity0.0080.018
Insufficient payload (model declined to judge)0.0170.003

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 head0.048
GPT teacher head0.317
Teacher spread0.269 · 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 designNot applicable
Domainnot available
GenreOther

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".

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Citations0
Published2023
Admission routes1
Has abstractyes

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