Corneal Implantation with Collagen-Copolymer Matrices
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. A transparent matrix composed of collagen and poly(N, N-dimethylacrylamide-co-acryloxysuccimide), 8mm in diameter and 350µm thick was implanted into pigs ’ corneas using the lamellar keratoplasty (LKP) technique. No adverse immune or inflammatory reaction was observed during 4 month implantation period. Regenerated nerve filaments were observed in the subepithelial region and stroma by confocal microscopy. The endothelium of the operated eye was not touched by LKP and remained similar to that of the contra lateral (not operated) eye. The implant remained transparent over the four-month post-operative period, and clinical topography showed reconstitution of a smooth cornea surface. These preliminary results indicated that a new, functional cornea was re-established from the implanted biosynthetic matrix. This bio-synthetic matrix may have applications in other tissue engineering areas, especially where innervation is important.
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) | 0.001 | 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