Table 4. CLAMP Validation Results for Free-Text Clinical Note Sections.
TP = True Positive, FP = False Positive, FN = False Negative
| Category | TP | FP | FN | Total | Precision | Recall | F1 |
|---|---|---|---|---|---|---|---|
| *Allergy | 50 | 0 | 0 | 50 | 1 | 1 | 1 |
| Assessment and Plan | 122 | 5 | 14 | 141 | 0.961 | 0.897 | 0.928 |
| *Attestation | 11 | 0 | 0 | 11 | 1 | 1 | 1 |
| Chief Complaint/ History of Present Illness | 122 | 0 | 1 | 123 | 1 | 0.992 | 0.999 |
| *Consent | 18 | 0 | 0 | 18 | 1 | 1 | 1 |
| Exam | 194 | 28 | 3 | 225 | 0.874 | 0.985 | 0.9269 |
| *Family and Social History | 153 | 49 | 0 | 202 | 0.757 | 1 | 0.862 |
| History | 143 | 25 | 6 | 174 | 0.851 | 0.960 | 0.902 |
| *Instruction | 19 | 0 | 0 | 19 | 1 | 1 | 1 |
| Interpretation | 17 | 1 | 0 | 18 | 0.944 | 1 | 0.971 |
| Medication | 117 | 10 | 1 | 128 | 0.921 | 0.992 | 0.955 |
| Review of Systems | 84 | 0 | 0 | 84 | 1 | 1 | 1 |
| TOTAL | 1050 | 118 | 25 | 1193 | 0.899 | 0.977 | 0.936 |
Sections that were deleted during pre-processing of CLAMP outputs