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Record W2782912155 · doi:10.1111/dech.12376

Risky Returns: The Implications of Financialization in the Food System

2018· article· en· W2782912155 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.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueDevelopment and Change · 2018
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHousing, Finance, and Neoliberalism
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsFinancializationLivelihoodFood securityFood systemsEconomicsSustainabilityCapital (architecture)Economic systemProvisioningBusinessMarket economyAgricultureEcologyBiology

Abstract

fetched live from OpenAlex

ABSTRACT This article examines the rise of financialization in the agrifood sector and maps out both the way it has unfolded as well as its implications. The article argues that financialization has opened up new arenas for capital accumulation in the agrifood sector; reshaped the agrifood firms in ways that respond to demands of shareholders; and transformed everyday practices of food and social provisioning. The authors make the case that these three broad processes, while each important in their own right, are interconnected and mutually reinforcing. The article also argues that the complex iteration of financialization in the agrifood sector carries three important implications for the long‐term social and ecological sustainability of food and agricultural provisioning: it exacerbates the existing imbalances of power and wealth in the food system; it increases economic and ecological vulnerabilities within agrifood systems; and it has evolved in ways that impede and dampen collective demands for change and resistance. Taken together, these wider implications of financialization in the agrifood sector present a direct challenge to the ability of food systems to provide livelihoods and food security over the long term.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.826
Threshold uncertainty score0.189

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.072
GPT teacher head0.231
Teacher spread0.159 · 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