Incorporating Sustainable Food Systems into Practice: The Perceived Roles, Knowledge Needs, and Practice Barriers of Dietitians and Nutritionists from the Caribbean Region
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
Caribbean region food systems are unsustainable. Dietitians and nutritionists (D/N) are uniquely positioned to leverage food systems sustainability on multiple levels and in this region are motivated to facilitate change, but little is known about how to leverage this workforce to affect change. This exploratory study examines knowledge levels, perceptions about the role, and barriers and opportunities related to incorporating sustainable food systems (SFS) into practice. Participants perceived D/N have a role in supporting SFS, and a high level of knowledge. Societal barriers, such as prioritization of profits from food, present strong barriers. Recommendations for action at multiple levels are discussed.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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