Mononuclear phagocytic system and fibrosis: back to the future?
Bibliographic record
Abstract
Bronchiolitis obliterans syndrome (BOS) is a chronic lung allograft dysfunction following lung transplantation [1–3], with histopathological characteristics of obliterative bronchiolitis (OB) that includes small airway epithelial disruption, submucosal inflammation and fibrosis, and obstruction of airway lumen. Clinical diagnosis is based on persistent decline of the allograft lung function measured by forced expiratory volume in 1 s and/or forced expiratory flow at 25–75% of forced vital capacity. 50% or more of lung transplantation recipients who survive beyond 5 years develop BOS, accounting for significant cases of lung transplantation failure and the leading cause of death for recipients who survived beyond 1 year after transplantation [4]. The mononuclear phagocytic system is a key player in fibrotic disease
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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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.004 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.010 | 0.014 |
| Insufficient payload (model declined to judge) | 0.014 | 0.008 |
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".