Table 3.
Sensitivity (sens), positive predictive value (PPV), and F1 scores for a chief complaint classifier trained on authentic chief complaints and tested on synthetic chief complaints generated with different sampling schemes
Method | sens | ppv | F1 |
---|---|---|---|
Original | 0.4487 | 0.4609 | 0.4192 |
Beam (k = 3) | 0.4892 | 0.5624 | 0.4436 |
Beam (k = 5) | 0.4687 | 0.5447 | 0.4275 |
Beam (k = 10) | 0.4354 | 0.5319 | 0.4001 |
Prob (t = 0.5) | 0.4931 | 0.5432 | 0.4481 |
Prob (t = 1.0) | 0.3859 | 0.4053 | 0.3547 |
Greedy | 0.5196 | 0.5839 | 0.4713 |
Top scores are shown in bold