Dissecting GLUT4 Traffic Components in L6 Myocytes by Fluorescence-Based, Single-Cell Assays
Bibliographic record
Abstract
Postprandial blood glucose homeostasis is regulated by an insulin-stimulated increase in glucose transport into muscle and fat tissues via glucose transporter isoform 4 (GLUT4). In the basal state, this constitutively recycling membrane protein predominantly resides intracellularly. In order to achieve the insulin-stimulated increase in glucose flux, GLUT4 increases its cell surface abundance at the expense of preformed intracellular depots. By confocal microscopy of cultured L6 muscle cells stably expressing myc-tagged GLUT4 (L6-GLUT4myc), we can visualize the two arms of GLUT4 traffic: exocytosis (movement to the cell surface) and endocytosis (internalization from the cell surface).
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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 | 0.001 | 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".