Table 4:
Annotation Categories | Annotated Items | Count of Segments | Precision | Recall | F-score |
---|---|---|---|---|---|
Salutation | 12,913 (7.57%) | 977 (5.47%) | 0.84 | 0.86 | 0.85 |
Anamnesis | 567 (0.33%) | 304 (1.70%) | 0.10 | 0.01 | 0.02 |
Patient history | 6,033 (3.54%) | 948 (5.31%) | 0.66 | 0.63 | 0.65 |
Family history | 28 (0.02%) | 14 (0.08%) | 0.00 | 0.00 | 0.00 |
Diagnosis | 3,984 (2.34%) | 1,826 (10.23%) | 0.50 | 0.40 | 0.45 |
Admission diagnosis | 9,235 (5.42%) | 1,568 (8.79%) | 0.62 | 0.60 | 0.61 |
Discharge diagnosis | 4,788 (2.81%) | 1,432 (8.02%) | 0.46 | 0.33 | 0.38 |
Hospital discharge studies summary | 87,116 (51.08%) | 1,920 (10.76%) | 0.89 | 0.96 | 0.93 |
Procedures | 3,907 (2.29%) | 618 (3.46%) | 0.38 | 0.15 | 0.21 |
Allergies intolerances risks | 188 (0.11%) | 133 (0.75%) | 0.53 | 0.36 | 0.43 |
Medication | 409 (0.24%) | 135 (0.76%) | 0.13 | 0.02 | 0.04 |
Admission medication | 53 (0.03%) | 21 (0.12%) | 1.00 | 0.12 | 0.22 |
Medication during stay | 490 (0.29%) | 321 (1.80%) | 0.20 | 0.09 | 0.12 |
Discharge medication | 11,636 (6.82%) | 1,069 (5.99%) | 0.93 | 0.94 | 0.94 |
Hospital course | 19,770 (11.59%) | 2,914 (16.33%) | 0.82 | 0.84 | 0.83 |
Plan of care | 3,610 (2.12%) | 2,119 (11.87%) | 0.69 | 0.68 | 0.68 |
Final remarks | 4,810 (2.82%) | 1,135 (6.36%) | 0.98 | 0.98 | 0.98 |
Supplements | 1002 (0.59%) | 394 (2.21%) | 0.80 | 0.25 | 0.38 |
All Categories | 170,539 | 17,848 | 0.82 | 0.84 | 0.82 |