"A Beautiful Picture of Chaos": La VÃa Campesina and the Convergence of Food Sovereignty and Climate Justice
Bibliographic record
Abstract
La Vía Campesina is an international network of peasant farmers that, since 1996, has promoted the concept of food sovereignty. More recently, this collection of over 160 groups worldwide has been connecting this concept with climate justice issues. Drawing on interviews conducted during the 2012 People’s Summit that took place in Rio de Janeiro, and an analysis of the network’s documents, I consider its work in relation to its member organizations and a broader movement tackling the systemic issues that are driving a range of social, economic and ecological crises. I contend that, while many of Vía Campesina’s proposals will require the establishment of intricate processes and systems depending on the geographic, political and cultural context in question, the network is demonstrating that its radical critiques, proposals and decision-making processes may help contribute to a larger counter-hegemonic narrative as a force to counteract global capitalism.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.026 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".