The gut brain axis : impact of dietary fiber on a murine model of multiple sclerosis
Bibliographic record
Abstract
Multiple Sclerosis (MS) is a chronic autoimmune disease of the central nervous system (CNS) that causes demyelination of neurons, neurodegeneration and progressive disability. The exact cause of Multiple Sclerosis remains unknown however, susceptibility to MS is influenced by genetics and environmental factors, such as diet. As zero-fiber diets have been associated with exacerbated disease in inflammatory disease models, we investigated dietary fiber’s impact on the murine model of MS, experimental autoimmune encephalomyelitis (EAE). We demonstrated that standard fiber diets (5%) do not offer protection against EAE when compared to zero-fiber diets, whereas a diet high in the soluble fiber, guar gum (30%), inhibited disease progression and prevented lymphocytic CNS infiltration. Other soluble fibers: pectin, resistant starch and inulin did not offer the same protection – providing evidence that the types of dietary fiber have differential effects on the immune system and neuroinflammation.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| 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".