Biofabricating hollow microneedle array with controllable microstructure for cell transplantation
Bibliographic record
Abstract
Microneedles improve upon the direct injection method by piercing the epidermis to create microchannels for drug delivery in a painless and minimally invasive way. With these microchannels, large macromolecules can penetrate the skin barrier to reach the underlying target tissue. In this study, poly(methyl methacrylate) (PMMA) hollow microneedles (HMN) arrays were fabricated to transplant cells. The result showed that HMN arrays have good biocompatibility. Human epidermal melanocytes and follicle dermal papilla cells were shown to be successfully delivered to acellular porcine skin tissue. Similarly, human corneal keratocytes and corneal epithelial cells were shown to be successfully delivered to acellular porcine corneal tissue. The delivered cells proliferated and penetrated into the tissue. This system may have the potential in the application of cell delivery or cell transplantation.
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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 | 0.007 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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".