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Record W4404731442 · doi:10.33540/2553

Recursive Shifts

2024· dissertation· en· W4404731442 on OpenAlexaff
Abbie Carla Yunita

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldEnvironmental Science
TopicSustainability and Climate Change Governance
Canadian institutionsInstitute on Governance
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

The adoption of the Sustainable Development Goals (SDGs) by United Nations member states in 2015 is cast as a historic decision that enfolds long-held social, environmental and economic concerns into a single agenda, and enrols all countries as subjects to (sustainable) development. This is said to be unprecedented in the history of goal-setting in global governance, reflection a contemporary shift in the ways in which sustainable development is imagined and pursued. The universal application of these global goals, some suggest, might do more to unsettle the 'North-South' binary in development thinking and practice than decades of scholarly critique and advocacy. Yet, although the SDGs have ushered new ways of doing development, the promise of sustainable development for all seems all the more distant. This thesis is an inquiry into what ‘doing’ development in the post-2015 era entails and what it does, even if it fails in its own terms. Through case studies spanning the ‘South’ and the ‘North’, it explores manifestations of the SDGs in contemporary development practice. Situating these cases in the unfolding financialisation of development and changing ‘North-South’ dynamics, it traces how the SDGs are used and articulated; the matters of concern SDG interventions form, occlude and sustain; the logics and techniques on which they are built and what they, in turn, recast. It advances an approach to understanding contemporary development that privileges neither change nor continuity. It attends, instead, to recursive shifts in how development is now imagined and pursued; contending that change is not diametrically opposed to continuity, but is in fact necessary for the reproduction of development as a project always waiting to be accomplished. Weaving together underexplored empirical materials with an eclectic range of scholarly debates, the thesis charts ‘new’ ways of doing designed to ‘unlock’ finance capital and build coherence for the SDGs, from planning, prototyping and pipeline-building in Indonesia; mapping, prospecting and brokering in Ghana; disclosure and audit in Australia; to coherence-building in the Netherlands. In all cases, these interventions fall short of doing what they are supposed to do, not least because they occlude contextual complexities and frictions that nevertheless affect what these interventions are able to do. Yet, they perform in other ways, including in circulating and reproducing their own premises and promises. Their shortcomings justify their (re)iteration. Here, the ‘newness’ of the SDGs provide the grounds for this project of iterability (and scalability), engaging forms of expertise and collaboration that are different and particular to what came before them, but replicate the underlying logics and knowledges that make development ceaselessly anti-political. The findings of this thesis are relevant not only for theorising beyond the ‘failure’ of development in the current moment. They also trouble the distinctions that still influence many public and academic discussions – public/private, local/global, before/after and continuity/change. This thesis, then, follows a long-existing call to acknowledge the porosity of these conceptual containers, to attend to what otherwise might be lost in understanding the effects of the SDGs, and contemporary development more generally, within these binaries.

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)0.004
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.091
Threshold uncertainty score0.306

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.010
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0080.017
Scholarly communication0.0090.015
Open science0.0020.009
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0910.021

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 head0.009
GPT teacher head0.255
Teacher spread0.246 · 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 designTheoretical or conceptual
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
Published2024
Admission routes1
Has abstractyes

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