Frontier Foods for Late Medieval Consumers: Culture, Economy, Ecology <sup/>
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
Abstract A continual western history of humans feeding beyond the bounds of natural local ecosystems goes back to Europe's high and later Middle Ages. This essay considers medieval long distance trades in grain, cattle, and preserved fish as antecedents to today's globalised movements of foodstuffs. Pulled by demand from consumers in populous and wealthy western Europe, significant amounts of plants, animals, their biomass, and their calories moved across major ecological boundaries, notably from thinly populated areas on Europe's peripheries. As today, the large cultural, economic, and ecological consequences are unevenly acknowledged. Distant zones of perceived abundance let consumers avoid changing their own cultural preferences and social practices by externalising, even forgetting, the social and environmental costs of satisfying them.
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) | 0.001 | 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