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Record W3118851362 · doi:10.1080/02255189.2020.1865137

The Wall Street Consensus in pandemic times: what does it mean for climate-aligned development?

2021· article· en· W3118851362 on OpenAlexvenueno aff
Yannis Dafermos, Daniela Gabor, Jo Michell

Bibliographic record

VenueCanadian Journal of Development Studies/Revue canadienne d études du développement · 2021
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicSustainable Finance and Green Bonds
Canadian institutionsnot available
Fundersnot available
KeywordsClimate changeVulnerability (computing)Climate resilienceSustainable developmentMarket liquidityBusinessNatural resource economicsGeographyEnvironmental resource managementFinancePolitical scienceEconomics

Abstract

fetched live from OpenAlex

The COVID-19 pandemic has reinforced the dominance of what Daniela Gabor calls the Wall Street Consensus (WSC) as the hegemonic approach to sustainable development. Public commitments to “green recoveries” and climate resilience, growing fiscal deficits in the Global South, and new central bank emergency liquidity measures have created more space for WSC policies. We examine the key WSC climate policy tools – climate infrastructure as an asset class, climate rescuer of last resort, disclosure of climate-related financial risks and carbon pricing – and argue that these will increase financial vulnerability in the Global South while doing little to achieve climate-aligned development.

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)0.003
metaresearch head score (Gemma)0.015
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: Empirical · Consensus signal: none
Teacher disagreement score0.010
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.006
Scholarly communication0.0070.012
Open science0.0010.003
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0100.001

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 head0.062
GPT teacher head0.240
Teacher spread0.178 · 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
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

Citations94
Published2021
Admission routes1
Has abstractyes

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