Alterations in lung mechanics in decorin-deficient mice
Bibliographic record
Abstract
Decorin, a small leucine-rich proteoglycan with a widespread tissue distribution, is required for the normal fibrillogenesis of collagen in most tissues. Because collagen is important in determining the elastic behavior of the lung, we hypothesized that lung tissue mechanics would be altered in a mutant mouse in which the single decorin gene was abrogated by targeted deletion (Dcn-/-). Complex impedance of the respiratory system was measured in C57Bl/6 mice (Dcn-/- and Dcn+/+) using a small animal ventilator that delivers a volume signal with multiple frequencies to the trachea. A constant-phase model was fit to calculate airway resistance (R(aw)), tissue damping, and tissue elastance. Compliance of the respiratory system (C(rs)) was measured from a pressure volume curve during stepwise deflations. Lungs were excised, and parenchymal tissue strips were mounted in an organ bath for in vitro measurement of tissue impedance and quasistatic length-stress curves. In addition, pulmonary tissue was examined by immunohistochemistry and immunoblotting. In vivo, in the Dcn-/- mice, R(aw) was decreased and C(rs) was increased. Similarly, in vitro, length-stress curves showed increased compliance of the strips in the Dcn-/- mice. These alterations in lung tissue mechanical behavior in Dcn-/- mice support a critical role for decorin in the formation of the lung collagen network.
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How this classification was reachedexpand
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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".