Fair trade slippages and Vietnam gaps: the ideological fantasies of fair trade coffee
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.
Bibliographic record
Abstract
Fair trade coffee sales have boomed since the late 1980s, making it one of the most recognised forms of ‘ethical consumerism’ in the world. Around the same time exports of lower quality coffee beans from Vietnam also boomed, launching Vietnam from an insignificant coffee exporter to the world’s second largest with historically unprecedented speed. These disparate projects have had significant impacts on thousands of farmers – with Vietnam’s new class of coffee producers representing three and a half times the number of coffee families certified by fair trade. Northern actors, however, have given far more public and positive attention to fair trade. This article will argue that this difference does not stem from a strictly objective appraisal of the relative merits and shortcomings of each project, but from the compatibility of fair trade with ‘free trade’ and its emotionally charged ideological fantasies. This includes unconscious beliefs and desires around individualism, voluntarism, democracy and the affirmation of the exaggerated power of Northern consumers – as opposed to the Southern agency and complicated collective action implied by Vietnamese coffee statecraft.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it