Table 2 Detailed accuracy metrics for the NLP system with respect to the ground truth (GT) in operative reports
Outcome variable | Accuracy | Precision | Recall | F-Score |
|---|---|---|---|---|
Laterality | 0.90 | 0.94 | 0.96 | 0.95 |
Surgical Indication | 0.96 | 0.98 | 0.98 | 0.98 |
Pre-Operative Biopsy | 0.96 | 1.00 | 0.96 | 0.98 |
Pre-Operative Diagnosis | 0.96 | 0.98 | 0.98 | 0.98 |
Neoadjuvant Treatment | 0.98 | 1.00 | 0.98 | 0.99 |
Breast Procedure | 0.92 | 0.94 | 0.98 | 0.96 |
Immediate Reconstruction | 0.92 | 0.94 | 0.98 | 0.96 |
Immediate Reconstruction Type | 0.86 | 0.90 | 0.96 | 0.92 |
Wire Localization | 0.88 | 0.92 | 0.96 | 0.94 |
Breast Incision Type | 0.87 | 0.89 | 0.96 | 0.93 |
Axillary Surgery | 0.90 | 0.96 | 0.94 | 0.95 |
Overall | 0.92 | 0.95 | 0.97 | 0.96 |