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
Lung fibrosis is often treated with corticosteroids to reduce the inflammatory response, however, no effective treatment options exist for the underlying disease. An important player in the fibrotic cascade is the cytokine, transforming growth factor beta (TGFβ). TGFβ is converted from an inactive procytokine complex to active TGFβ by enzymes such as thrombospondin-1 (TSP-1). It is therefore presumed that TSP-1 deficient mice would fare better to bleomycin-induced pulmonary fibrosis because TGFβ would not be efficiently converted to the active form. Interestingly, a recent article by Ezzie and colleagues shows that TSP-1 deficiency does not protect mice from systemic bleomycin challenge. Indeed, they find the opposite, as TSP-1-null mice appear to exhibit greater lung fibrosis than wild type mice, although similar TGFβ signaling was observed in the lungs of both mouse strains.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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