Table 10 Recall for truly actionable reports in the test set calculated for each body part
Body part | #Actionable reports | Recall | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
Total | Implicit | Non-mass | Order information (−) | Order information (+) | |||||||
LR | GBDT | LSTM | BERT | LR | GBDT | LSTM | BERT | ||||
Brain, head and neck | 23/5584 (0.41%) | 10/23 (43.5%) | 16/23 (69.6%) | 0.739 | 0.609 | 0.870 | 0.870 | 0.652 | 0.783 | 0.826 | 0.696 |
Body | 206/19,256 (1.1%) | 101/206 (49.0%) | 91/206 (44.2%) | 0.879 | 0.801 | 0.854 | 0.903 | 0.835 | 0.825 | 0.883 | 0.888 |
Cardiac | 0/151 (0%) | – | – | – | – | – | – | – | – | – | – |
Skeletal | 9/1758 (0.51%) | 1/9 (11.1%) | 6/9 (66.7%) | 1.000 | 0.889 | 1.000 | 1.000 | 0.667 | 1.000 | 1.000 | 0.889 |
Other | 0/959 (0%) | – | – | – | – | – | – | – | – | – | – |