Pulmonary hypoplasia in the connective tissue growth factor (<i>Ctgf</i>) null mouse
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
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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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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