Binary OSAHS screening on 642-subject cohort
88.47AccuracyEviOSAHS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EviOSAHS2026.05 | 88.47 | 94.86 | 93.74 | 5.14 | |
| Early clinical-fusion variant2026.05 | 85.67 | 91.61 | 92.08 | 8.39 | |
| Single-model Qwen variant2026.05 | 85.36 | 89.55 | 91.75 | 10.45 | |
| Clinical-only prompting2026.05 | 74.61 | 75.34 | 84.37 | 24.66 | |
| LLaVA-1.6Prompting strategy=Direct2026.05 | 73.83 | 74.66 | 83.85 | 25.34 | |
| Naive two-stage prompting2026.05 | 64.49 | 64.04 | 76.64 | 35.96 | |
| Qwen2.5-VLPrompting strategy=Direct2026.05 | 9.97 | 1.54 | 3.02 | 98.46 | |
| InstructBLIPPrompting strategy=Direct2026.05 | 9.03 | 0 | 0 | 100 |