Designing Regenerative Bioadhesives for Tissue Repair and Regeneration
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Tissue loss through injury, surgery, and disease motivates the development of new biomaterials to enable tissue repair and regeneration. Emerging at the interface between bioadhesives and regenerative medicine, a new generation of regenerative bioadhesives is created to possess dual functions of seamless tissue adhesion and effective tissue repair. This bioadhesive innovation has wide clinical applications, ranging from wound management to the regeneration of musculoskeletal tissues such as tendons and intervertebral discs. This perspective covers the design principles of regenerative bioadhesives in considering both mechanical and biological elements. Case studies of regenerative bioadhesives for load‐bearing organs such as skin, tendon, and intervertebral discs are presented here. Finally, immediate opportunities and future perspectives are outlined to further advance the field of regenerative bioadhesives.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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