Nutrition in schools: Whose responsibility?
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
It is not uncommon to find educational literature that links poor nutrition to lowered performance on school related tasks and to a variety of behavioural and wellness concerns. Media speaks consistently to the issue of Canadian children who arrive at school either underfed or poorly fed. Nutrition experts refer to what is contained in many lunch bags, or what foods children consume as snacks, as not meeting Canada's Food Guide recommendations. Food served in school cafeterias is often described as less than adequate. Even if children are provided with a proper breakfast and a healthy lunch often they refuse to eat what is provided and supplement with junk food options. To add fuel to the fire, prior to October 2004, elementary school children were able to purchase junk food through vending machines at school. With the passing of significant legislation by the Ontario government, that is no longer the case. However, while vendors are obliged to provide better nutritional choices it does little to alleviate the problem that many school children arrive at school either underfed or not fed at all .
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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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