Cartilage Matrix Resorption in Skeletogenesis
Bibliographic record
Abstract
Chondrocytes assemble an extracellular matrix in which the relative composition of type IX versus type II collagen and aggrecan changes during assembly. On maturation and differentiation into hypertrophic cells type IX collagen first loses the NC4 globular domain of the alpha 1(IX) chain that protrudes from the collagen fibril. Subsequently, collagenase 3 (matrix metalloproteinase 13; MMP13) is up-regulated as type X collagen is expressed leading to extensive cleavage and removal of type II collagen and of the remaining COL2 domain of type IX collagen alpha 1(IX) chain. The proteoglycan aggrecan is selectively retained in the extracellular matrix. Inhibition of collagenase leads to arrest of hypertrophy as well as gene expression of MMP13. Thus proteolysis and in particular MMP13 are required for chondrocyte differentiation and for matrix resorption in skeletal development.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.003 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".