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Record W3126541356 · doi:10.5304/jafscd.2021.102.019

Dismantling and rebuilding the food system after COVID-19: Ten principles for redistribution and regeneration

2021· article· en· W3126541356 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.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueJournal of Agriculture Food Systems and Community Development · 2021
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgriculture, Land Use, Rural Development
Canadian institutionsSimon Fraser UniversityUniversity of ManitobaUniversity of British Columbia
FundersUniversity of British Columbia
KeywordsRedistribution (election)GrassrootsFood systemsEconomicsBusinessFood securityEconomic systemPolitical sciencePolitics

Abstract

fetched live from OpenAlex

The COVID-19 pandemic has claimed hundreds of thousands of lives and cost economies trillions of dollars. Yet state responses have done little to address the negative externalities of the corporate food regime, which has contributed to, and exacerbated, the impacts of the pandemic. In this paper, we build on calls from the grassroots for states to undertake a strategic dismantling of the corporate food regime through redistributive policies and actions across scales, financed through reparations by key actors in the corporate food regime. We present a strategic policy framework drawn from the food sovereignty movement, outlined here as the “5Ds of Redistribution”: Decolonization, Decarbonization, Diversification, Democratization, and Decommodification. We then consider what would need to occur post-redistribution to ensure that the corporate food regime does not re-emerge, and pose five guiding principles grounded in Indigenous food sover¬eignty to rebuild regenerative food systems, out¬lined here as the “5Rs of Regeneration”: Relation¬ality, Respect, Reciprocity, Responsibility, and Rights. Together these ten principles for redistri¬bution and regeneration provide a framework for food systems transformation after COVID-19.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.431
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 studies0.0020.000
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 head0.038
GPT teacher head0.228
Teacher spread0.190 · 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