Medical Code Prediction On Mimic Iv Icd 9
المقاييس
AUC Macro
AUC Micro
Exact Match Ratio
F1 Macro
F1 Micro
Precision@15
Precision@8
R-Prec
mAP
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
جدول المقارنة
| اسم النموذج | AUC Macro | AUC Micro | Exact Match Ratio | F1 Macro | F1 Micro | Precision@15 | Precision@8 | R-Prec | mAP |
|---|---|---|---|---|---|---|---|---|---|
| automated-medical-coding-on-mimic-iii-and | 95.1 | 99.2 | 0.8 | 27.7 | 60.4 | 51.8 | 67.6 | 60.4 | 64.7 |
| automated-medical-coding-on-mimic-iii-and | 97.2 | 99.4 | 1.0 | 29.8 | 62.6 | 53.5 | 70.0 | 62.7 | 68.0 |
| automated-medical-coding-on-mimic-iii-and | 93.8 | 98.8 | 0.7 | 16.6 | 55.5 | 47.8 | 64.1 | 55.8 | 58.9 |
| automated-medical-coding-on-mimic-iii-and | 89.4 | 98.1 | 0.6 | 12.6 | 52.4 | 45.6 | 61.3 | 52.9 | 55.2 |
| automated-medical-coding-on-mimic-iii-and | 96.0 | 99.3 | 0.9 | 26.4 | 61.7 | 52.7 | 68.9 | 61.7 | 66.3 |
| automated-medical-coding-on-mimic-iii-and | 90.7 | 98.8 | 0.6 | 19.3 | 58.6 | 50.3 | 66.3 | 58.5 | 62.4 |