The Outcomes Of The Community Cooking Workshops For International Students At Simon Fraser University
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 Community Cooking Workshops (CCWs) are free, bi-weekly, hands-on, cooking and nutrition education workshops for international students facilitated by the Simon Fraser University (SFU) Peer Health Educators (PHEs). The impacts of the CCWs on international student nutrition knowledge, behavior change, and social outcomes were examined. Data was collected and coded from five Spring 2016 CCWs through workshop evaluation forms (n=87, 93% response rate) and nine semi-structured interviews with international student participants. Participants reported changes in eating behavior and knowledge (all food should be consumed in moderation, with variety) and improved sense of community. Future research should assess the long-term impacts of cooking workshops in post-secondary institutions on diet quality, cooking skills, social connectedness, and international student wellbeing.
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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 | 0.005 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.006 | 0.009 |
| 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