Food sovereignty, gender and everyday practice: the role of Afro-Colombian women in sustaining localised food systems
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
While social and political movements are the scale of action most often identified with food sovereignty-related struggles, everyday provisioning practices are critical for sustaining the distinctiveness and relative autonomy of localised food systems. We examine gendered provisioning in a Colombian, Afro-descendent community as a case study of how food sovereignty is enacted in daily life. Women's everyday food provisioning practices nourish households, sustain socio-cultural and ecological relationships, and maintain greater self-sufficiency within market economy integration processes. Deeper analysis of gendered provisioning highlights complexities, power relationships and challenges within localised food systems and refines understandings of gender dimensions of food sovereignty.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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