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
Rotator cuff repair healing remains a significant clinical challenge despite technical advances in minimally invasive surgical repair. There is an unmet need for strategies to augment the repair construct by biologically enhancing the intrinsic healing potential of the tendon while mechanically protecting the healing enthesis during the immediate postoperative period. Platelet concentrates, scaffolds, and mesenchymal stem cells each hold promise for improving the healing rate and induce the regeneration of functional tissues. These strategies can enhance cell recruitment, proliferation, and differentiation, as well as provide a structural microenvironment for host cells through their three-dimensional configuration. Despite these potential benefits, there is currently limited clinical evidence supporting their efficacy in-vivo to improve structural healing rates and functional outcomes. Future work in this field is necessary to better understand the mechanism of action, appropriate indications, and favored methods of delivery for biological augments to tendon-bone healing.
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 | 0.004 |
| 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