Pulmonary Abnormalities in Ankylosing Spondilitis
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
OBJECTIVE: The purpose of this study was to evaluate pulmonary manifestations of ankylosing spondylitis on inspiratory and expiratory high resolution CT. MATERIAL AND METHODS: The study included 17 patients ranging from 40 to 62 years in age. Fifteen patients were male, and 8 were smokers. All patients underwent chest radiography and high-resolution CT. High-resolution CT was obtained using 1 or 2 mm collimation scans at 10-mm intervals at the end of maximal inspiration and at 3 cm intervals at the end of maximal expiration. RESULTS: Pulmonary abnormalities were evident on chest radiography in 2 patients and on CT in 15 patients. The abnormalities on CT included evidence of airway disease in 14 (82%), interstitial abnormalities in 11 (65%), and emphysema in 6 (35%) patients. Airway abnormalities included bronchial wall thickening in 7 (41%), mosaic perfusion in 3 (18%), centrilobular nodules in 3, bronchiolectasis in 2, and air trapping on expiratory CT in 7 (41%) patients. Interstitial abnormalities included parenchymal bands in 7 (41%), intralobular linear opacities (n = 2), and 1 patient each with irregular thickening of interlobular septa, subpleural lines, and honeycombing. CONCLUSION: The majority of patients with ankylosing spondylitis have airway and interstitial abnormalities evident on high-resolution CT. These abnormalities are usually mild and therefore seldom evident on the chest radiograph.
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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 | 0.000 | 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 | 0.000 |
| 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 it