Table 1 Performance of proposed de-identification method on Yellow Card test data
From: Automated redaction of names in adverse event reports using transformer-based neural networks
Performance in YC test data: | Tokens in YC test data: | |||||
|---|---|---|---|---|---|---|
Token length | Precision | Recall | F1 | False positive rate | NAMES | NON-NAMES |
All | 55% | 87% | 67% | 0.05% | 179 | 263,272 |
Long (> 3) | 58% | 94% | 72% | 0.04% | 108 | 162,582 |
Short (≤ 3) | 50% | 75% | 60% | 0.05% | 71 | 100,690 |