Table 4.
Entity | Admission notes | Discharge summaries | ||
---|---|---|---|---|
Exact-match | Inexact-match | Exact-match | Inexact-match | |
Overall | 93.52 (93.77/93.26) | 94.69 (94.95/94.43) | 89.23 (90.29/88.20) | 91.00 (92.08/89.94) |
Problems | 93.96 (93.99/93.92) | 95.35 (95.39/95.32) | 90.19 (90.61/89.77) | 92.20 (92.63/91.77) |
Procedures | 82.89 (85.44/80.48) | 85.34 (87.97/82.86) | 78.51 (82.80/74.64) | 81.48 (85.93/77.46) |
Tests | 95.06 (95.22/94.91) | 95.41 (95.56/95.26) | 91.82 (92.22/91.42) | 92.89 (93.30/92.49) |
Medications | 86.44 (88.18/84.76) | 88.98 (90.78/87.26) | 87.41 (90.82/84.24) | 88.33 (91.78/85.13) |
Values are F-measure (recall/precision) (%).
CRF, conditional random fields; NER, named entity recognition.