Understanding Organics at the Grassroots Level: An analysis of Ecuadorian and Canadian perceptions
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
There is a growing public concern over the genetic alteration and use of chemicals in conventionally produced agriculture. The perceived risk of such agricultural production has prompted the rising popularity of organic alternatives in both developed and developing nations. These products are defined by their reliance on traditional means that do not require the use of harmful chemicals or pesticides in their production. The organic movement in South America has been defined not only by perceived risks, but also by a desire to preserve traditional ways of life. This is accomplished through grants and funding to indigenous farmers in these regions, allowing them to continue their practice. By interviewing a number of individuals in Ecuador and Canada involved in three levels of the organic process (consumers, distributors, and producers) this study determined common cultural and intercultural conceptions of organic practices. These findings were then related to a number of recommendations for three distinct systems (small-scale farming, free trade, and certification) that are currently relevant to the organic 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 | 0.000 | 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 | 0.001 | 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