Table 2. Performance comparison of unsupervised classifiers on internal and external radiological reports.
Classifier | Internal Testing Set (n = 3715) | External Testing Set (n = 456) | ||||
---|---|---|---|---|---|---|
Precision | Recall | f1-score | Precision | Recall | f1-score | |
fastText+GMM | 0.42 | 0.65 | 0.51 | 0.88 | 0.84 | 0.84 |
ivis-2D+GMM | 0.83 | 0.80 | 0.80 | 0.88 | 0.88 | 0.88 |
ivis-10D+GMM | 0.82 | 0.80 | 0.81 | 0.91 | 0.91 | 0.92 |
CheXpert Labeller | 0.81 | 0.81 | 0.81 | 0.93 | 0.93 | 0.92 |