Bibliographic record
Abstract
Vascular abnormalities are a common feature of interstitial lung diseases (ILD). The development of pulmonary hypertension has been recognized as a condition that determines the overall prognosis, particularly for patients with idiopathic pulmonary fibrosis and scleroderma-associated lung disease. The treatment of chronic ILD is challenging due to the lack of causal therapies, specifically of the fibroproliferative component of the disorders, but also due to the vascular abnormalities. Recent studies suggest that the pathobiology underlying the remodeling and fibrosis of the parenchyma in ILD and the mechanisms leading to structural and functional alteration of the pulmonary vasculature are closely intertwined. This review summarizes the current understanding of the pathobiology of the microcirculation in ILD, with a specific focus on idiopathic pulmonary fibrosis and scleroderma-associated lung disease. An improved understanding of the complex biological mechanisms that link alveolar interstitial and vascular remodeling in chronic ILD will be required to identify novel drug targets.
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.
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) | 0.002 | 0.002 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".