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Record W2958699591 · doi:10.1017/s2047102519000268

Climate Litigation in the Global South: Constraints and Innovations

2019· article· en· W2958699591 on OpenAlexfundno aff
Joana Setzer, Lisa Benjamin

Bibliographic record

VenueTransnational Environmental Law · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicEnvironmental law and policy
Canadian institutionsnot available
FundersEconomic and Social Research CouncilCentre for Climate Change Economics and Policy, University of LeedsKillam TrustsDalhousie UniversityGrantham Foundation for the Protection of the Environment
KeywordsContext (archaeology)Climate changePolitical scienceLegislatureGlobal warmingClimate justicePolitical economy of climate changeDevelopment economicsBusinessGeographyLawEconomics

Abstract

fetched live from OpenAlex

Abstract Cases involving climate change have been litigated in the courts for some time, but new directions and trends have started to emerge. While the majority of climate litigation has occurred in the United States and other developed countries, cases in the Global South are growing both in terms of quantity and in the quality of their strategies and regulatory outcomes. However, so far climate litigation in the Global South has received scant attention from the literature. We argue that climate litigation in the Global South opens up avenues for progress in addressing climate change in highly vulnerable countries. We first highlight some of the capacity constraints experienced in Global South countries to provide context for the emerging trend of strategic climate litigation in the area. In spite of significant constraints experienced, the strategies adopted by litigants push the climate litigation agenda forward as a result of their outward-looking objective of combating ongoing environmental degradation, and, on a doctrinal level, the way in which they link climate change and human rights. Bearing in mind the limitations resulting from the selective nature of the cases examined, we draw upon Legal Opportunity Structures (LOS) approaches and identify two reasons for innovative cases and outcomes in Global South strategic climate litigation: (i) how litigants are either overcoming or using procedural requirements for access to environmental justice, and (ii) the existence of progressive legislative and judicial approaches to climate change. The strategies and outcomes from these judicial approaches in the Global South might be able to contribute to the further development of transnational climate change litigation.

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)0.015
metaresearch head score (Gemma)0.029
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: Empirical · Consensus signal: none
Teacher disagreement score0.015
Threshold uncertainty score0.081

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.029
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.003
Science and technology studies0.0060.021
Scholarly communication0.0140.007
Open science0.0020.012
Research integrity0.0050.006
Insufficient payload (model declined to judge)0.0080.000

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 head0.010
GPT teacher head0.258
Teacher spread0.248 · 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
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

Citations92
Published2019
Admission routes1
Has abstractyes

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