Revision Rates after Endoscopic Sinus Surgery: A Recurrence Analysis
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
OBJECTIVES: Chronic rhinosinusitis with nasal polyposis is often refractory to medical and surgical management, especially in patients with asthma and aspirin intolerance. We used a contemporary database to investigate recurrence and revision surgery rates following endoscopic sinus surgery. METHODS: We performed a cohort study using a survival analysis technique. Records were reviewed of 549 patients with nasal polyposis who underwent endoscopic sinus surgery over a 10-year period. The main outcome measure was disease-free and surgery-free survival following endoscopic sinus surgery, investigated with Kaplan-Meier analyses. RESULTS: Patients with Samter's triad were significantly more likely to have a recurrence and undergo a second surgery following recurrence (risk-odds ratio, 2.7; 95% confidence interval, 1.5 to 3.2; p < 0.01) than were patients without asthma or with only asthma from the triad. The presence of initial frontal sinus disease also increased the likelihood of revision surgery (risk-odds ratio, 1.6; 95% confidence interval, 1.2 to 1.8; p < 0.05). CONCLUSIONS: This is the first study to use survival analysis to document revision surgery rates following endoscopic sinus surgery. Revision surgery occurs at a high rate, especially in patients with asthma, Samter's triad, or frontal sinus disease. Patients should routinely be informed during clinical consultations about the likelihood of recurrence. Early intervention for frontal sinus disease may be considered.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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