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Record W4400666355 · doi:10.1080/26395916.2024.2370539

Relational approaches to sustainability transformations: walking together in a world of many worlds

2024· article· en· W4400666355 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueEcosystems and People · 2024
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental Education and Sustainability
Canadian institutionsUniversity of Victoria
FundersVetenskapsrådet
KeywordsTransformative learningSociologyIndigenousAgency (philosophy)Conceptual frameworkTraditional knowledgeSustainabilityAnthropoceneEnvironmental ethicsEpistemologyEcologySocial science

Abstract

fetched live from OpenAlex

Transformations to sustainability require alternatives to the paradigms, practices, and policies that have generated social-ecological destruction and the Anthropocene. In sustainability science, several conceptual frameworks have been developed for transformations, including social-ecological, multi-level, transformative adaptation, and pathways approaches. There is a growing shift towards recognising transformations as ‘shared spaces’ involving multiple ways of knowing, being, and doing. Diverse relational approaches to transformations are increasingly articulated by Indigenous, humanities, and social science scholars, practitioners, and activists from the Global South and North. Broadly, relational approaches enact alternatives to separable categories of society and nature, emphasise unfolding relations between human and non-human beings, and highlight the importance of ethical responsibilities and care for these relationships. Yet while it is important to recognise the collective significance of diverse relational lifeways, practices, and philosophies to transformations, it is also vital to recognise their differences: efforts to produce universal frameworks and toolboxes for applying relationality can reproduce modernist-colonialist knowledge practices, hinder recognition of the significance of relational approaches, and marginalise more radical approaches. In this paper we explore five intersecting ‘relationalities’ currently contributing to discussions around transformations: (i) Indigenous-kinship, (ii) systemic-analytical, (iii) posthumanist-performative, (iv) structural-metabolic, and (v) Latin American-postdevelopment. We explore how these different relational approaches address key concepts in transformations research, including human-nature connectedness; agency and leadership; scale and scaling; time and change; and knowledge and action. We suggest that their diversity gives rise to practices of transformations as ‘walking together in a world of many worlds’ and support intercultural dialogue on sustainability transformations.

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.044
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.024
GPT teacher head0.237
Teacher spread0.213 · 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