Research Article
A Lightweight API-Based Approach for Building Flexible Clinical NLP Systems
Table 3
Impact of negation from the experiments.
| Dataset | Negation (κ) | Recall | Precision | F1 score |
| Obesity challenge | True | 0.733 | 0.939 | 0.823 | False | 0.805 | 0.925 | 0.861 |
| Medication challenge | True | 0.62 | 0.835 | 0.712 | False | 0.636 | 0.838 | 0.724 |
| OPERAM medical conditions | True | 0.594 | 0.271 | 0.373 | False | 0.594 | 0.271 | 0.373 |
| OPERAM medications | True | 0.795 | 0.816 | 0.805 | False | 0.795 | 0.816 | 0.805 |
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