Auto-immunity and the gut microbiome in type 1 diabetes: Lessons from rodent and human studies
Bibliographic record
Abstract
Type 1 diabetes (T1D) is an auto-immune disease that destructs insulin-producing pancreatic beta-cells within the islets of Langerhans. The incidence of T1D has tripled over the last decades, while the pathophysiology of the disease is still largely unknown. Currently, there is no cure for T1D. The only treatment option consists of blood-glucose regulation with insulin injections and intensive monitoring of blood glucose levels. In recent years, perturbations in the ecosystem of the gut microbiome also referred to as dysbiosis, have gained interest as a possible contributing factor in the development of T1D. Changes in the microbiome seem to occur before the onset of T1D associated auto-antibodies. Furthermore, rodent studies demonstrate that administering antibiotics at a young age may accelerate the onset of T1D. This review provides an overview of the research performed on the epidemiology, pathophysiology, interventions, and possible treatment options in the field of the gut microbiome and T1D.
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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 | 0.005 | 0.023 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| 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".