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
Systemic vasculitides are rare and potentially life-threatening diseases. Granulomatosis with polyangiitis (GPA; formerly Wegener's granulomatosis) and Churg Strauss syndrome (possibly to be renamed eosinophilic granulomatosis with polyangiitis; EGPA) are the 2 chief systemic vasculitides which may involve the upper respiratory tract. Chronic allergic rhinitis and nasal polyposis in EGPA, and recurrent sinusitis and/or otitis in both conditions, are not specific and can thus represent real diagnostic challenges if they are the first manifestations of the disease. Nasal septum perforation, saddle nose deformity and/or subglottic stenosis (SGS), although not totally specific, are more suggestive of GPA. Because upper airway manifestations often tend to be refractory to systemic therapy and/or to linger, local treatment represents a major aspect of management of the condition, especially for patients with SGS.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| 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 | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 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