Steroids and/or Cytotoxic Agents Should Be Used Early in the Management of Patients with IPF ‐‐ The Con Argument
Bibliographic record
Abstract
The recently published American Thoracic Society/European Respiratory Society statement distinguishes idiopathic pulmonary fibrosis (IPF), also known as usual interstitial pneumonia (UIP), from the other idiopathic interstitial pneumonias (IIPs) (1). Although the current classification of IIPs is different from the one developed by Liebow and Carrington (2) in the 1960s, the description of UIP has not changed, and it is still recognized as having distinctive clinical and pathological features that distinguish it from the other IIPs. IPF responds differently to systemic corticosteroid (steroid) therapy and has a different prognosis than the other IIPs, such as nonspecific interstitial pneumonitis, which previously were felt to be variants of the same condition (1,3,4). Despite therapy, most patients with IPF experience a progressive decline in pulmonary function, leading to respiratory failure and death, unless they undergo lung transplantation.
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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) | 0.000 | 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 | 0.002 |
| 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".