Research Article
Recognition of Hotspot Words for Disease Symptoms Incorporating Contextual Weight and Co-Occurrence Degree
Table 3
Performance comparison of different disease symptom feature word extraction models.
| Data set | Metrics | TextRank | YAKE | KeyBERT | MDERank | CW-MDERank |
| DS1 | Recall | 0.488 | 0.543 | 0.575 | 0.599 | 0.628 | Precision | 0.455 | 0.52 | 0.535 | 0.552 | 0.589 | F1 score | 0.471 | 0.531 | 0.554 | 0.575 | 0.608 |
| DS2 | Recall | 0.491 | 0.559 | 0.599 | 0.608 | 0.639 | Precision | 0.452 | 0.5 | 0.534 | 0.571 | 0.614 | F1 score | 0.471 | 0.528 | 0.565 | 0.589 | 0.626 |
| DS3 | Recall | 0.495 | 0.577 | 0.616 | 0.619 | 0.631 | Precision | 0.435 | 0.477 | 0.488 | 0.554 | 0.581 | F1 score | 0.463 | 0.522 | 0.545 | 0.585 | 0.605 |
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