Nutrition Canada A National Nutrition Survey
Bibliographic record
Abstract
Journal Article Nutrition Canada a National Nutrition Survey Get access Z. I. Sabry, Z. I. Sabry National Coordinator, President of Nutrition Research Consultants Ltd., Toronto Search for other works by this author on: Oxford Academic PubMed Google Scholar E. Campbell, E. Campbell Assistant Coordinator, Deputy Director of the Caribbean Food and Nutrition Institute, Kingston, Jamaica) Search for other works by this author on: Oxford Academic PubMed Google Scholar J. A. Campbell, J. A. Campbell Officer-in-Charge, Nutrition Canada. (Now, Dr. Sabry is President of Nutrition Research Consultants Ltd., Toronto, Miss Campbell is Senior Nutritionist of the Nutrition Bureau, Health and Welfare Canada, Ottawa, and Dr. Campbell is Deputy Director of the Caribbean Food and Nutrition Institute, Kingston, Jamaica) Search for other works by this author on: Oxford Academic PubMed Google Scholar A. L. Forbes A. L. Forbes Director of the Nutrition Bureau, Health Protection Branch, Health and Welfare Canada, Ottawa. Search for other works by this author on: Oxford Academic PubMed Google Scholar Nutrition Reviews, Volume 32, Issue 4, April 1974, Pages 105–111, https://doi.org/10.1111/j.1753-4887.1974.tb06291.x Published: 01 April 1974
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| 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 | 0.001 | 0.001 |
| 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 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".