Recognizing bilateral sudden hearing loss as a sentinel sign of basilar artery occlusion: insights from endovascular case series
Bibliographic record
Abstract
OBJECTIVE: To improve early diagnosis of patients who have basilar artery occlusion (BAO) and to provide evidence for treatment decisions based on clinical characteristics, treatment strategies, and prognostic outcomes of cases of bilateral hearing loss as a prodromal symptom. METHODS: We conducted a retrospective analysis of six patients who had BAO with an initial symptom of hearing loss. This analysis encompassed demographic data, clinical symptoms, examination findings, treatment approaches, and prognostic outcomes. RESULTS: Six patients (mean age 62±16.5 years) presented with bilateral sudden hearing loss and were diagnosed with proximal BAO. All had subtle initial symptoms, leading to diagnostic delays (mean 13 ± 5.4 hours). Five underwent endovascular treatment (EVT), and all patients required rescue balloon angioplasty because of underlying atherosclerotic stenosis. Intravenous tirofiban was administered perioperatively. At discharge, hearing had normalized in four patients; one patient (patient 3) had persistent profound bilateral sensorineural hearing loss. The patient who did not undergo EVT (patient 6) died on day 5 of hospitalization. At 90 days, five EVT-treated patients achieved favorable functional outcomes (modified Rankin Scale score 0-1). Univariate analysis did not show statistically significant differences between outcome groups in baseline National Institutes of Health Stroke Scale (NIHSS) score, posterior circulation Alberta Stroke Program Early CT score, onset-to-arrival time, or age, although patients with unfavorable outcomes tended to be older and have higher NIHSS scores. CONCLUSIONS: Sudden bilateral hearing loss should serve as a critical warning sign of BAO, a potentially life-threatening condition. Without rapid intervention, such as intravenous thrombolysis or EVT to re-establish perfusion, the occlusion may progress, leading to severe and potentially fatal outcomes.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".