Severe Asthma Associated with Myasthenia Gravis
Bibliographic record
Abstract
Severe asthma constitutes a subgroup of approximately 10% of all asthma cases. Approximately one-half of these individuals have a refractory form of the disease in which atopy and T-helper cell 2-skewed immunological response may not be as closely linked to the disease as in other phenotypes of asthma. This suggests that not all asthma is explained by a T-helper cell 2-skewed immunological response, and that other immunological mechanisms may be important in this category of nonatopic asthma. The authors present a case involving a 55-year-old Caucasian man with nonatopic, adult-onset asthma, nonsteroidal anti-inflammatory drug sensitivity and idiopathic urticaria. This individual presented two years following his initial asthma diagnosis with diplopia and mild ptosis, and was subsequently diagnosed with seropositive myasthenia gravis.
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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 | 0.001 | 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 | 0.001 |
| 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 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".