Les récepteurs membranaires des acides gras de la cellule β
Bibliographic record
Abstract
Glucose homeostasis requires a tight regulation of insulin secretion from pancreatic β-cells. Insulin release is chiefly stimulated by glucose, but also modulated by other nutrients, including long-chain fatty acids which potentiate glucose-induced insulin secretion. The discovery of G-protein coupled receptors activated by fatty acids (and other lipid derivatives) and expressed at the surface of various cell types, including β-cells, has added a new dimension to our understanding of the control of glucose homeostasis by fatty acids. Amongst these receptors, GPR40 and GPR119 have generated great interest as potential therapeutic targets to augment insulin secretion in type 2 diabetes. In fact, the promising results of a phase 2 clinical trial with a GPR40 agonist have provided a proof of concept for this therapeutic strategy. However, our understanding of the biology and pharmacology of these receptors remains incomplete.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.007 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.003 |
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; both teacher heads agree on what is shown here.
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".