Critical food guidance from the slow food movement: The relationship barometer
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 Slow Food movement embeds food guidance that encourages interaction with local food production and appreciation of local cuisine. It advocates critical thinking and actions that support the preservation of traditional food practices, as well as environmental considerations around food harvesting and processing. We begin by contextually situating Slow Food as a movement and a change agent. We then introduce a critical guidance tool called the Slow Food Relationship Barometer, developed by Fader and Mesmain from their experience in southern Vancouver Island, British Columbia. This tool is meant for use by advocacy groups and policy makers rather than individuals. It is based on the view that identifying and assessing the multiple relationships intrinsic to a local food product—from origins to the table—can reveal pathways toward its improved sustainability. We illustrate how the Relationship Barometer can be applied to the case of wild and farmed salmon, which also underlies the Slow Fish movement.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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