Collagen Fibrillogenesis and mRNA Levels in the Maturing Rabbit Medial Collateral Ligament and Patellar Tendon
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
This study compared collagen fibril diameter and mRNA changes in a subset of molecules involved in collagen fibrillogenesis during postnatal development and at maturity of rabbit medial collateral ligament (MCL) and patellar tendon (PT). Tissue was analyzed by RT-PCR for mRNA levels and collagen fibril diameters were measured using transmission electron microscopy. Collagen fibril diameters increased from 3 to 14 weeks with mean fibril diameters of PT significantly greater than MCL at 9, 12, and 14 weeks and maturity. RT-PCR analysis showed decorin and lumican mRNA levels were significantly higher in PT than MCL at all ages. Type I collagen, MMP-11, and procollagen C proteinase enhancer mRNA levels also were higher in the PT than the MCL between 3 and 14 weeks but not at maturity. Further understanding of collagen fibrillogenesis by studying protein synthesis and matrix turnover during maturation may provide insight into the mechanism(s) by which fibrils accrete in maturing connective tissues and how they are altered during healing following injury.
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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) | 0.000 | 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