Pulmonary hypoplasia in the connective tissue growth factor (<i>Ctgf</i>) null mouse
Bibliographic record
Abstract
Connective tissue growth factor (CTGF) is a mediator of growth factor activity, and Ctgf knockouts die at birth from respiratory failure due to skeletal dysplasia. Previous microarray analysis revealed Ctgf down-regulation in the hypoplastic lungs of amyogenic mouse embryos. This study, therefore, examined pulmonary development in Ctgf-/- mouse fetuses to investigate if respiration could also have been impaired by lung abnormalities. The Ctgf-/- lungs were hypoplastic, with reduced cell proliferation and increased apoptosis. PDGF-B, its receptor and IGF-I, were markedly attenuated and the TTF-1 gradient lost. Type II pneumocyte differentiation was perturbed, the cells depicting excessive glycogen retention and diminished lamellar body and nuclear size, though able to synthesize surfactant-associated protein. However, type I pneumocyte differentiation was not affected by Ctgf deletion. Our findings indicate that the absence of Ctgf and/or its protein product, CTGF, may induce pulmonary hypoplasia by both disrupting basic lung developmental processes and restricting thoracic expansion.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".