On the Viscoelastic Properties of Collagen‐Gel‐Based Lattices under Cyclic Loading: Applications for Vascular Tissue Engineering
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Bibliographic record
Abstract
Abstract Reconstituted collagen gels are widely used as scaffolds even though their low strength and poor elasticity limit their applications in VTE. Here, two approaches are adopted to modify their mechanical behavior: in the first, gels prepared under physiologic conditions are remodeled by cell‐mediated contraction; in the second, gels prepared in non‐physiologic conditions are chemically crosslinked. Samples are tested under cyclic loading and their viscoelastic behavior is assessed. The results show that both approaches result in lattices with adequate strength, and crosslinking significantly reduces hysteresis and permanent deformation. SEM shows that SMCs are capable of contracting and remodeling all the lattices, confirming that these are suitable supports for tissue regeneration. magnified image
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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) | 0.000 | 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 it