Sensitivity Study For Optimizing Electrospun Helix Fibers Production For Cardiac Scaffold
Why this work is in the frame
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Bibliographic record
Abstract
Cardiac tissue infraction is one of the leading factors to hospitalization or the cause of severe limitation in day-to-day activities. Due to the structure of the native cardiac tissue, depending on the native regeneration rate alone will not mitigate the damage incurred in the tissue. Naturally, research has shifted toward increasing the regeneration rate of the cardiac tissue. The regeneration rate can be amplified by utilizing Electrospun patches with seeded cardiac cells implanted on scared areas of the heart tissue. To increase the percentage of successful scaffold implantation the materials are carefully selected, and process parameters are varied to achieve the desired mechanical properties. Helical fibers are required to achieve the same stretch as the native cardiac tissue during expansion and contraction of the muscle. In this sensitivity study, the effect of various electrospinning parameters has been explored to optimize the production of helical fibers.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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