Bibliographic record
Abstract
Abstract Nutrition is far more important to the prevention of stroke than most physicians realize. Key issues include a Mediterranean diet, the interaction of the intestinal microbiome, impaired renal function and diet, missed metabolic B12 deficiency, and the lowering of homocysteine with B vitamins to prevent stroke. The Cretan Mediterranean diet is high in olive oil, whole grains, fruits, vegetables, and legumes, and is close to a vegetarian diet. Compared with a low-fat diet, it reduced stroke by over 40%, and is clearly the best diet for diabetes. Metabolic B12 deficiency is very common (∼ 30% of stroke patients age > 70 years) and frequently missed because it is not excluded by a total serum B12 level in the reference range. B vitamins to lower homocysteine do prevent stroke, but their benefit was obscured in early studies because of harm from cyanide in cyanocobalamin among participants with renal impairment. Methylcobalamin should be used instead of cyanocobalamin.
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.
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 | 0.000 | 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) | 0.000 | 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".