MétaCan
Menu
Back to cohort
Record W4306403129 · doi:10.3390/soc12050145

A Food Sovereignty Approach to Localization in International Solidarity

2022· article· en· W4306403129 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

VenueSocieties · 2022
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgriculture, Land Use, Rural Development
Canadian institutionsConcordia University
Fundersnot available
KeywordsFood sovereigntySolidaritySovereigntyPolitical scienceSociologyFood systemsAgroecologyAgricultureEnvironmental ethicsFood securityLaw

Abstract

fetched live from OpenAlex

Renewed calls for localization and the “decolonization of aid” are raising questions about whose knowledge and control are privileged. This article argues that in order to support local decision-making on food systems and agricultural aid, international solidarity work should look towards food sovereignty and agroecology approaches. Food sovereignty and agroecology, informed by feminist approaches, can provide important lessons for localization as they prioritize local knowledge and decision-making, and are based on social justice principles. They also provide alternatives to the problematic concept of “development”, particularly the agro-industrial development model which contributes to environmental and health crises, corporate concentration, colonialism and inequality. An example of the trajectory of the NGO SeedChange is provided to help illustrate how food sovereignty can: (1) provide an alternative to problematic development concepts, and (2) encourage localization and greater priority to global South perspectives. While acknowledging that there exist contradictions and challenges to shared decision-making, learning from partners in the global South working for seed and food sovereignty has been crucial to shaping the organization’s programs and policy advocacy.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.305
Threshold uncertainty score0.433

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 head0.020
GPT teacher head0.203
Teacher spread0.183 · 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