Fabrication of Novel Open-Cell Foams of Poly(ε-caprolactone)/Poly(lactic acid) Blends for Tissue-Engineering Scaffolds
Bibliographic record
Abstract
Poly(ε-caprolactone)/poly(lactic acid) (PCL/PLA) blends are very promising materials with biodegradable characteristics and tailorable performance for many applications. In this study, PCL and PLA were compounded at various ratios using a co-rotating twin-screw extruder. The morphology showed that they were immiscible but were dispersed well in each other. Very interesting and peculiar open-cell structures were obtained through a batch-foaming process. Interconnected holes with flexible PCL fibrils were created by high tensile stress during cell expansion, which contributed to the rapid diffusion of CO 2 . No cells collapsed at high foam expansion under all foaming conditions. Moreover, a small-diameter tubular PCL/PLA foamed scaffold had a tensile toe region of approximately 40%, which indicated a potential application for vascular tissue engineering. The human umbilical vein endothelial cells cultured on the surfaces of PCL/PLA blend foams showed high viability and migration.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 source (direct Gemma or distilled Codex), 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".