Sinonasal disease in cystic fibrosis: Clinical characteristics, diagnosis, and management
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
Cystic fibrosis is an autosomal recessive genetic disorder that causes dysfunction of exocrine glands, and has several clinical manifestations. Among those, sinonasal involvement is almost universal, with or without chronic sinusitis and/or nasal polyposis. This review will detail the pathophysiologic changes of the sinonasal mucosa, and the clinical manifestations, diagnosis, and treatment. Developmental anatomic abnormalities, which are identified radiologically, will also be demonstrated. Medical management is the first treatment for patients with cystic fibrosis, but effective treatment of sinonasal disease in cystic fibrosis relies heavily on surgery. In the past, nasal polyposis was the main indication for surgery, and consisted mostly of polypectomy alone. This procedure was associated with a high recurrence rate. The development of functional endoscopic sinus surgery has contributed to decreasing the morbidity of sinonasal surgery and the recurrence of nasal polyposis in cystic fibrosis. The evolution of the surgical techniques will be discussed and a review of the literature will be provided.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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