MétaCan
Menu
Back to cohort
Record W4390102980 · doi:10.3233/epl-239009

Just Pathways to Sustainability: From Environmental Human Rights Defenders to Biosphere Defenders

2023· article· en· W4390102980 on OpenAlexfundaboutno aff
Claudia Ituarte‐Lima, Liisa Varumo

Bibliographic record

VenueEnvironmental Policy and Law · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicEnvironmental law and policy
Canadian institutionsnot available
FundersVetenskapsrådetNaturvårdsverketSvenska Forskningsrådet FormasYork UniversityBiodiversa+Joint Programming Initiative Water challenges for a changing world
KeywordsBiosphereSustainabilityEnvironmental ethicsScope (computer science)Human rightsPolitical scienceLaw and economicsConceptual frameworkThematic analysisSociologyLawEnvironmental resource managementEcologySocial scienceEconomicsQualitative researchComputer scienceBiology

Abstract

fetched live from OpenAlex

People form part of the biosphere - the biosphere being the whole intertwined network of life on Earth. While there is convergence on the need for societal change for just sustainability and a healthy biosphere, the pathways to achieve these transformations remain relatively unclear. Through legal interpretation, conceptual and thematic analysis of academic and grey literature, we seek to answer the following two questions: (a) how does the concept of Biosphere Defender enable a deeper and distinct understanding of who environmental defenders are and their role in just sustainability transformations? and (b) how does international human rights law contribute to specify the content of biosphere defenders’ rights? To address these questions, we first critically review the scope and limitations of the notion of Environmental Human Rights Defenders (EHRD) in human rights narratives in international law and policy. We examine how understandings of EHRD portray those defending their land and environment and what limitations this concept has in terms of possibilities for reflecting on transformations towards just sustainability. Second, we propose an alternative and/or complementary understanding of EHRD by using the concept of Biosphere Defenders. We also develop the Defend-Biosphere Framework to analyse the role of these actors as agents of change in pathways towards just sustainability. Third, to empirically illustrate the role of Biosphere Defenders, and the use of the Defend-Biosphere Framework we present two case studies from Latin America analyzing initiatives catalyzed by rural people who are defending their lands and territories while generating new ways to relate to socio-ecological systems and engage with the State and the economy. In both case studies, we find that relational values of solidarity, responsibility, and care (between human and other living beings) are central in understanding Biosphere Defenders’ initiatives creating pathways towards just sustainability. The findings of this article are of particular relevance to the implementation of the right to a clean, healthy and sustainable environment in the context of the Escazu Agreement on access to information, public participation and access to justice in environmental matters in Latin America and the Caribbean, the Aarhus Convention on access to information, public participation and access to justice in environmental matters and the Montreal-Kunming Global Biodiversity Framework in particular Target 22 (access to information, participation, access to justice and environmental defenders) and Target 23 (gender equality).

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 categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.867
Threshold uncertainty score1.000

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 studies0.0020.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.002

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 head0.023
GPT teacher head0.291
Teacher spread0.268 · 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; both teacher heads agree on what is shown here.

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

Citations4
Published2023
Admission routes2
Has abstractyes

Explore more

Same venueEnvironmental Policy and LawSame topicEnvironmental law and policyFrench-language works237,207