Clinically Relevant Extracellular-Matrix Scaffolds for Cell Transplantation and Vascular Repair
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
Due to the very limited ability of cardiac tissue to self-regenerate, the replacement of damaged cardiomyocytes and the repair of damaged extracellular matrix (ECM) are highly sought-after therapeutic strategies. Cell transplantation in ECM scaffolds has been shown to improve retention, phenotype, and function in vascular and muscle repair. In addition to cellular patches that involve the use of biomaterial scaffolds in combination with cells, acellular patches may have a role in intrinsically recruiting cells to damaged areas. This review focuses on the clinically relevant ECM scaffolds, their interactions with cells to stimulate functions such as adhesion, migration, proliferation, and differentiation, and their intrinsic role in ECM remodeling leading to vascular and possibly myocardial repair.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| 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 | 0.001 | 0.001 |
| 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