Update on the diagnosis and classification of ILD
Bibliographic record
Abstract
PURPOSE OF REVIEW: The purpose of this review is to provide an update on the diagnosis and classification of interstitial lung disease (ILD), with a specific focus on newly described ILD subtypes and phenotypes. In addition, the strengths and limitations of the current approach to ILD diagnosis and management are discussed. RECENT FINDINGS: Idiopathic pleuroparenchymal fibroelastosis and acute fibrinous and organizing pneumonia are new entities that have been described in small case series. Undifferentiated connective tissue disease-associated ILD, smoking-related interstitial fibrosis, familial ILD, unclassifiable ILD, and subclinical ILD have also been better characterized in recent publications. New data regarding these conditions are summarized in this review. The multidisciplinary approach to ILD is reviewed, and complementary classification schemes are described that may help direct the management and improve prognostication of some ILDs. SUMMARY: ILDs are a large and heterogeneous group of diseases with several newly characterized subtypes and phenotypes. The current approach to ILD classification has limitations in some patients that can be minimized by considering complementary classification schemes.
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 | 0.000 |
| 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 | 0.001 |
| 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".