The Significance of Dietary Macronutrients in \nDiagnosis of Food Addiction
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
Within the Western society, and indeed across all areas of the world, obesity rates are rising at an unprecedented pace. In 2011, it was reported by the Global Burden of Metabolic Risk Factors of Chronic Diseases Collaborating Group that measures of body mass index (BMI) are increasing in men and women from various regions of the globe. According to Statistics Canada’s 2013 Health Profile, 52.3% of Canadians are overweight or obese. Obesity has many causes, including genetics, environment, endocrinology, behavior, and nutrition. It is well-documented that overeating and dietary patterns are closely linked to obesity, with different foods have differing impacts on weight. The increased availability of food, along with the transition from traditional foods (rich in nutrients and low in calories) to those rich in fat and sugar has been coined the “westernization” of diet and has been observed in populations across Canada
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 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