Nutrition and food literacy among young Canadian adults living with type 1 diabetes
Bibliographic record
Abstract
AIM: Nutrition and food literacy encompasses knowledge, skills and confidence to prepare healthy meals. This project aimed to assess and compare the proportion of young Canadian adults (18-29 years old) living with type 1 diabetes and without diabetes (controls) who demonstrated adequate nutritional health literacy. METHODS: This cross-sectional study involved participants completing an online survey that included questions on socio-economic status, nutrition knowledge, confidence and skills in meal preparation and the Short Food Literacy Questionnaire (SFLQ). Proportion of participants with adequate SFLQ score (i.e. ≥34/52) was compared between the groups (two-sample t-test). RESULTS: Among the 236 people living with type 1 diabetes and 191 controls (81.5% women), mean age was 24 ± 3 years for people living with type 1 diabetes and 22 ± 3 years for controls (p < 0.001). More people living with type 1 diabetes reported adequate SFLQ score (people living with type 1 diabetes 88.0% vs. Controls 68.0%; p < 0.001). Similarly, majority of people living with type 1 diabetes prepared their own meals compared to the controls (74.5% vs. 47.6%; p < 0.001). Enhanced SFLQ score was associated with higher cooking skills (p = 0.02) and confidence (p < 0.01) in preparing healthy meals. CONCLUSIONS: Living with type 1 diabetes was associated with greater SFLQ scores among young Canadian adults. Having the independence, the confidence and skills in meal preparation were contributing factors.
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How this classification was reachedexpand
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 | 0.001 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".