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. 2018 Dec 5;2018:770–779.

Table 4:

Annotated categories with their count of the main annotation, the count of segments and Precision, Recall and F-Scores of a baseline classifier

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