Rare Lung Diseases I – Lymphangioleiomyomatosis
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The present article is the first in a series that will review selected rare lung diseases. The objective of this series is to promote a greater understanding and awareness of these unusual conditions among respirologists. Each article will begin with a case that serves as a focal point for a discussion of the pathophysiology and management of the particular condition. The first article is on lymphangioleiomyomatosis (LAM); subsequent articles will focus on pulmonary alveolar proteinosis, alpha-1-antitrypsin deficiency and primary ciliary dyskinesia. LAM is a rare, progressive and (without intervention) often fatal interstitial lung disease that predominantly affects women of childbearing age. LAM is characterized by progressive interstitial infiltration of the lung by smooth muscle cells, resulting in diffuse cystic changes of the lung parenchyma. The molecular basis of this disorder has been delineated over the past five years and LAM is now known to be a consequence of mutations in the tuberous sclerosis genes. This knowledge, combined with advances in our understanding of the signalling pathways regulated by these genes, has given rise to potential molecular therapies that hold great promise for treating this devastating disease.
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.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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 it