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
In April 1996 representatives of peasants, small and medium-scale farmers, rural women, indigenous representatives, and farm workers from the global North and global South travelled to Tlaxcala, Mexico to participate in the Second International Conference of La Vía Campesina. For members of La Vía Campesina, the globalization of a neoliberal industrial model of agriculture had created an acute crisis in the countryside around the world that was accompanied by the rural exodus and disempowerment of peasants and small-scale farming families, human rights abuses, and environmental degradation. In refusing to be “disappeared” and struggling for the right to exist as small-scale food producers, they collectively imagined a powerful counter-narrative to large-scale corporate-led agriculture: a socially just, rights-based, ecologically sustainable “future without hunger”, a future based on food sovereignty (Desmarais, 2007; La Vía Campesina, 1996a, 1996b).
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 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 | 0.000 | 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 | 0.000 |
| 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