Pathologically confirmed diffuse alveolar haemorrhage in 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
A 40-year-old woman was referred to pulmonology after presenting with dyspnoea and self-limiting haemoptysis. Chest CT revealed diffuse ground glass opacities and small thin-walled cysts. Bronchoalveolar lavage cultures were negative and cytology revealed haemosiderin-laden macrophages. Transthoracic echocardiogram was normal. Connective tissue disease and vasculitis work-up were negative. Vascular endothelial growth factor-D level was indeterminate. Lung function was normal. She underwent video-assisted thoracoscopic lung biopsy. In addition to findings consistent with lymphangioleiomyomatosis, histopathological examination identified haemosiderosis without capillaritis, confirming a diagnosis of diffuse alveolar haemorrhage in the context of the associated clinical and radiographic features. Follow-up imaging after 5 months showed resolution of the diffuse ground glass opacities. Pharmacotherapy with sirolimus was not initiated due to absence of deterioration in pulmonary function. Diffuse alveolar haemorrhage in patients with lymphangioleiomyomatosis is a rare but important presentation. The few previously reported cases progressed to respiratory failure requiring mechanical ventilation.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it