The Emerging Role of SOX Transcription Factors in Pancreatic Endocrine Cell Development and Function
Why this work is in the frame
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Bibliographic record
Abstract
The transition of pancreatic progenitor cells to mature beta cells is regulated by the interaction of several transcription factors, including members of the sex-determining region on Y box (SOX) family of transcription factors. The SOX proteins are widely involved in cell fate determination and the development of several tissues, including bone, heart, gonads, lymphocytes, and glial cells as well as the pancreas. In this review, we will present recent findings that illustrate the critical role of SOX transcription factors in maintaining pancreatic progenitor cell pools and in controlling pancreatic islet morphogenesis and islet function. Interrelationships between the SOX family and other pancreatic transcription factors specific to endocrine lineages will also be discussed in light of islet cell-based therapies for the treatment of diabetes.
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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