Systematic Review of Intratympanic Gentamicin in Meniere's Disease
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: To assess and summarize the best available evidence for the use of intratympanic gentamicin in patients with Meniere's disease with respect to improvement of vertigo, tinnitus, and change in hearing. METHODS: Comprehensive electronic searches were conducted on the databases of MEDLINE, EMBASE, and the Cochrane Central Register of Controlled Trials. All generated titles were reviewed, and potentially relevant articles were assessed for inclusion. Data from included articles were extracted and summarized. RESULTS: Overall pooled results on vertigo control revealed complete or substantial control in 89% of patients (study range 73-100%). Hearing was worsened in 26% (0-90%). Subjective improvement in tinnitus was seen in 57% of patients (0-82%). Different treatment protocols all resulted in similar rates of vertigo control. CONCLUSIONS: Intratympanic gentamicin appears effective in controlling the symptoms of Meniere's disease, regardless of the protocol used. Although the literature on this treatment is extensive, there is a likelihood of significant bias in many currently published reports. There is a clear need for a prospective, randomized, blinded, placebo-controlled trial to assess the true effectiveness of this treatment.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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