Cultural Dimensions of Food Insecurity among Immigrants and Refugees
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
Household food insecurity is experienced by many immigrants and refugees. Though culture strongly influences food and eating, little is known about the interaction between culture and immigrant food insecurity. Following Power's (2008) concept of “cultural food security,” we investigate three pillars of food security (food availability, access, and use) for immigrants and refugees living in a medium-sized city in Canada. Multiple perspectives on the challenges of obtaining and eating nutritious and culturally satisfying food were gathered through interviews with service providers and immigrants. Many immigrant participants identified issues that service providers did not, including a lack of availability of high quality, fresh, less processed, and chemical-free foods. Immigrant participants also expressed forms of food nostalgia. All participants identified low income and high food prices as barriers to accessing desired food. Also significant is the fact that immigrant participants experience difficultie...
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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 | 0.000 | 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 | 0.004 | 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