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 the Mexican debates over genetically modified (GM) corn, critics reject the official narrative about risk expertise and the inefficiency of maize production. Corn is used to symbolize the Mexican countryside and traditional culture threatened by the forces of neo-liberal globalization. At times, however, both GM critics and proponents portray maize-based livelihoods as a culture of use-values beyond the reach of the market. This article explores these claims in relation to neo-liberal policies and their effect on small-scale cultivators. While critics draw our attention to how such policies exacerbate the difficulties faced by peasants, their notion of a corn culture obscures some of the changes taking place. Drawing on research in the Tehuacán Valley, where maize production is increasingly monetized and rejected by a younger generation, this article suggests that such agriculture is a dynamic practice, rather than a millennial culture, which interacts with processes of capital accumulation and state policy.
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 | 0.000 |
| 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