A New Era: Exploring the Role of Monoclonal Antibody Therapy in the Treatment of Chronic Rhinosinusitis with Nasal Polyposis
Bibliographic record
Abstract
Chronic rhinosinusitis (CRS), in its simplest form, is inflammation of the paranasal sinuses that has been present for more than three months. The clinical diagnosis is characterized by nasal obstruction/congestion/discharge, facial pain and decreased/absent smell with signs of inflammation in the sinonasal mucosa on endoscopy or computed tomography. An impaired sense of smell and olfactory loss is a cardinal feature of patients with nasal polyps. CRS affects about 5-12% of the population according to recent epidemiological studies, with a peak prevalence of 16% between the ages of 50-59. While the symptoms are often downplayed by patients themselves, the impact on quality of life has been shown to be on par with congestive heart failure, moderate chronic obstructive pulmonary disorder and Parkinson’s disease. The most common extra-nasal sequelae are fatigue and depression, with approximately half of patients surveyed reporting fatigue and one-quarter reporting depression. The societal impact is significant with annual rates of absenteeism estimated at 24.6 days a year, and at an overall productivity cost estimated at $10,077 per patient.
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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 | 0.000 | 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) | 0.001 | 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".