Characterization of the Elasticity of Valve Interstitial Cells on Soft Substrates Using Atomic Force Microscopy
Bibliographic record
Abstract
Mechanical stimuli, including the elasticity of the extracellular matrix (ECM), can have profound effects on the function of cells and their responsiveness to other microenvironmental cues, thereby regulating homeostasis and disease development. For example, the response of aortic valve interstitial cells (VICs) to growth factors [1] and VIC differentiation to pathological phenotypes [2] depend on ECM elasticity. The ability of cells to sense and respond to mechanical stimuli depends on several factors, including their inherent cellular-level mechanical properties. The mechanical properties of suspended VICs [3, 4] and VICs grown on stiff glass/polystyrene [5] have been reported. However, neither of these test conditions is physiological, as VICs adhere to ECM that is orders of magnitude more compliant than glass. Some other cell types adapt their stiffness to that of their substrate [6]; we hypothesized that adherent VICs would similarly change their elasticity in response to the elastic properties of their ECM.
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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 | 0.000 | 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".