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
The terms food security and food sovereignty originally emerged as separate terms to describe different things. The former is a concept that describes a condition regarding access to adequate food, while the latter is more explicitly a political agenda for how to address inadequate access to food and land rights. Over the past decade, the critical food studies literature has increasingly referred to these terms as being oppositional to each rather than relational to one another. This commentary reflects on the emergence and rationale behind this binary and argues that the current oppositional frame within the literature is problematic in several ways. First, critics of food security have inserted a rival normative agenda into what was originally a much more open-ended concept. Second, the grounds on which that normative agenda is assigned to food security are shaky on several points. Given these problems, the commentary argues that the juxtaposition of food security and food sovereignty as competing terms is in many ways more confusing than helpful to policy dialogue on questions of hunger and the global food system.
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