Lung Structural Changes in Chronic Obstructive Pulmonary Diseases
Bibliographic record
Abstract
Structural changes in COPD are found in the central airways, peripheral airways, lung parenchyma, and pulmonary vasculature. Broadly there are two different pathways leading to the same physiologic phenotype: one centered on the small airways and involving mucosal inflammation and structural change, and the other centered on the parenchyma involving excessive proteolysis and /or disordered repair processes. A highly variable combination of these changes exists in different patients, in part due to genetic factors. The composite picture seen on pulmonary function tests is evidence of over-inflation of the lung, decreased airflow and abnormalities in gas exchange. Earlier stages of the airway disease are associated with more potentially reversible changes, whereas later stages show more collagen deposition and hence irreversibility. Thus a careful assessment of the structural phenotype of subpopulations of COPD patients is likely to lead to optimal categorization for therapeutic trials, and earlier disease is more likely to response to interventions.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.003 |
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".