Laryngeal Inflammation Assessed using the Reflux Finding Score in Obstructive Sleep Apnea
Why this work is in the frame
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Bibliographic record
Abstract
OBJECTIVES: To evaluate the relationships between laryngeal inflammation assessed using the Reflux Finding Score (RFS), laryngeal sensory function, and apnea severity in patients with obstructive sleep apnea (OSA). METHODS: Endoscopic sensory testing (EST) was performed with subsequent blinded scoring from video of RFS. An RFS>7 was indicative of increased inflammatory change. RESULTS: Of 34 patients evaluated, 29 had OSA (apnea-hypopnea index [AHI]>or=15 events/h) at polysomnography. Increased inflammation was present in 26/29 (90%), with changes suggestive of laryngopharyngeal reflux. There were significant correlations between: inflammation and OSA severity (eg, RFS vs AHI, r=0.57, P<0.001); inflammation and laryngeal sensory impairment (EST detection threshold and pressure required to elicit the laryngeal adductor reflex, LAR); and the degree of sensory impairment and OSA severity. CONCLUSIONS: Laryngeal inflammation is prevalent among OSA patients and correlates with laryngeal sensory dysfunction, attenuation of the LAR, and apnea severity. EBM RATING: C-4.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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