The Burden and Epidemiology of Eustachian Tube Dysfunction in Adults
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 Pediatric eustachian tube dysfunction (ETD), otitis media with effusion (OME), and tympanic membrane retraction (TMR) have been well studied, but no large analyses have described the associated burden beyond childhood. The potential impact and feasibility of prospective trials designed to optimize management of affected adults are thus unclear. Our objectives were therefore (1) to determine the national visit burden associated with ETD/OME/TMR beyond childhood and (2) to examine risk factors specific to adults, highlighting differences in comparison with children. Study Design Cross-sectional analysis of a national database. Setting Ambulatory visits in the United States. Methods Epidemiologic analysis of the National Ambulatory Medical Care Survey and National Hospital Ambulatory Medical Care Survey (2005-2012) included data from 761,291 observations representing 9,369,388,092 visits. Chi-square test with Bonferroni adjustment for multiple comparisons was utilized for hypothesis testing. Results Visits related to ETD/OME/TMR exceeded 2 million per annum in patients 0 to 20 years of age (mean 2,625,965; range 2,239,288-3,329,858). Among those >20 years old, visits also exceeded 2 million (mean, 2,025,050; range, 1,550,669-2,353,799). Characteristics differed according to age: whereas ETD/OME/TMR affected more males <20 years, females were more frequently diagnosed in the older age group ( P < .0001). Patients >20 to 40 years of age were the most likely to visit the emergency department ( P = .0022). There were no statistically significant differences per season or region. The related diagnoses of cholesteatoma and chronic otitis media prompted additional visits. Conclusions ETD/OME/TMR is associated with a visit burden for adults that extends beyond childhood. Among adults, there may also be age-related differences in patient characteristics.
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 | 0.003 |
| 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) | 0.000 | 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