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Record W7019922232

Just Transformations:Grassroots Struggles for Sustainable Futures

2023· other· en· W7019922232 on OpenAlexaboutno aff

Bibliographic record

VenueUEA Digital Repository (University of East Anglia) · 2023
Typeother
Languageen
FieldSocial Sciences
TopicReligion, Ecology, and Ethics
Canadian institutionsnot available
Fundersnot available
KeywordsGrassrootsTransformative learningVisionExistentialismPoliticsSocial movementClimate justiceResistance (ecology)SustainabilityFutures contract
DOInot available

Abstract

fetched live from OpenAlex

The climate crisis is the greatest existential threat humanity faces today. The need for a radical societal transformation in the interests of social justice and ecological sustainability has never been greater. But where can we turn to find systemic alternatives? From India, Turkey and Bolivia, to Venezuela, Canada and Lebanon, Just Transformations looks to local environmental struggles for the answers. With each case study grounded in the social movements and specific politics of the region in question, this volume investigates the role that resistance movements play in bringing about sustainable transformations, the strategies and tools they utilise to overcome barriers, and how academics and grassroots activists can collaborate effectively. The book provides a toolkit for scholar-activists who want to build transformative visions with communities. Interrogating each case study for valuable lessons, the contributors develop a conceptualisation of a just transformation that focuses on the changes that communities themselves are trying to produce.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.179
Threshold uncertainty score0.918

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0010.000
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 head0.021
GPT teacher head0.255
Teacher spread0.234 · 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 teacher head, 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".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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