Survey of current perspectives on laryngopharyngeal reflux among Canadian otolaryngologists.
Bibliographic record
Abstract
PURPOSE: Laryngopharyngeal reflux (LPR) -- gastroesophageal reflux above the upper esophageal sphincter -- is a common problem encountered by otolaryngologists. Despite consensus guidelines, the presentation, diagnosis, and treatment remain controversial. We surveyed Canadian otolaryngologists to assess current perspectives. METHODS: Web-based questionnaires were e-mailed to 135 otolaryngologists. Respondents were categorized by subspecialty as head and neck (H&N) or non-H&N (rhinology, otology, laryngology, facial plastics, general and pediatric otolaryngology). Data were analyzed to determine differences in proportions between groups. RESULTS: The response rate was 48 of 135 otolaryngologists. Symptoms considered to be strongly or moderately associated with LPR included globus sensation, excessive throat clearing, sore or burning throat, hoarseness, chronic cough, and dysphonia. The laryngoscopic signs considered strongly associated with LPR were edema, intra-arytenoid changes, and granulomata. The majority of otolaryngologists in both the H&N (12 of 15) and non-H&N groups (27 of 32) use flexible laryngoscopy for investigation and diagnosis of LPR. Proton pump inhibitors in addition to lifestyle modifications are recommended by both groups as first- and second-line therapy for an initial course of 6 to 12 weeks, with long-term therapy extended for 4 to 12 months. CONCLUSION: Canadian otolaryngologists do correlate specific signs and symptoms with LPR patients. This is consistent across subspecialties within the field. Flexible fibre-optic laryngoscopy is the preferred diagnostic tool. Although evidence based on randomized controlled trials has yet to demonstrate a reproducible, statistically significant improvement in LPR from medical therapy, first-line pharmacologic treatment (in addition to lifestyle changes) is generally provided as a proton pump inhibitor, with the duration of therapy being somewhat variable and less than that recommended by the current literature.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".