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
"Clinical Sports Nutrition" is a comprehensive reference that provides state-of-the-art sports nutrition information, coupled with advice on how to apply sports nutrition guidelines in a clinical and practical framework. Established as the leading international text on the subject, this is the definitive guide to maximising athletic performance through advanced nutrition. The book covers a comprehensive range of topical issues on sports nutrition, presenting the theory and most up-to-date research findings in clear, readable terms and incorporating highly practical applications specifically for practitioners working in the sports arena. The contributing authors are leading academics, physicians and sports dietitians from Australia, Canada, United States, United Kingdom and Finland. This edition has been revised with an emphasis on updating knowledge and practice that developed since 2000. New coverage in this edition includes information on the female athlete, exercise and the immune system, anti-oxidents and the athlete, and nutrition during travel. -- publisher description
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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