Regulation of pancreatic β‐cell function by the forkhead protein FoxO1
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
Forkhead transcription factors of the FoxO family play a critical role in cellular differentiation, proliferation, apoptosis and stress resistance. FoxO1 regulates glucose and lipid production in liver; food intake in the hypothalamus and cell differentiation in preadipocytes, myoblasts and vascular endothelium. In this review, we summarize recent literature on the role of FoxO1 in pancreatic beta cells. FoxO1 regulates beta-cell proliferation and protects against beta-cell failure induced by oxidative stress through NeuroD and MafA induction. In addition, FoxO1 nuclear exclusion is required for the proliferative effects of glucoincretin glucagon-like peptide-1 in islets. The data begin to outline an overarching role of FoxO1 in beta-cell function.
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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 | 0.000 | 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 it