Autoimmune sensorineural hearing loss: the otology-rheumatology interface
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
Autoimmune sensorineural hearing loss (SNHL) is a rare clinical entity characterized by a progressive fluctuating bilateral asymmetric SNHL that develops over several weeks to months. Vestibular symptoms, tinnitus and aural fullness are present in up to 50% of patients. Due to the lack of specific diagnostic tests, both clinical suspicion and responsiveness to corticosteroids are the pillars for the diagnosis of autoimmune SNHL. The evaluation of patients in whom this condition is suspected should include a detailed history and physical examination, an audiogram, an MRI and a limited laboratory workup to exclude secondary causes of hearing loss. The low frequency of this condition, the heterogeneity in the designs of the available studies and the absence of randomized trials comparing treatment responses and assessing long-term outcomes are some of the factors accounting for the limited evidence to guide the clinician in the approach to the diagnosis and treatment of autoimmune SNHL.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.003 |
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