Table 4.
Neural embedding model performance on training and test datasets for UI and BD
Urinary incontinence |
Bowel dysfunction |
|||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Precision |
Recall |
f1-score |
Precision |
Recall |
f1-score |
Precision |
Recall |
f1-score |
Precision |
Recall |
f1-score |
|
On training set | On test set | On training set | On test set | |||||||||
Affirmed | 0.93 | 0.89 | 0.91 | 1.00 | 0.81 | 0.90 | 0.88 | 0.94 | 0.91 | 0.40 | 0.67 | 0.50 |
Negated | 0.92 | 0.88 | 0.90 | 0.50 | 0.80 | 0.62 | 0.97 | 0.94 | 0.95 | 0.85 | 0.73 | 0.79 |
Risk | 0.92 | 0.88 | 0.90 | 0.91 | 0.91 | 0.91 | 0.97 | 0.95 | 0.96 | 0.95 | 0.91 | 0.93 |
avg/total | 0.90 | 0.90 | 0.90 | 0.89 | 0.84 | 0.86 | 0.94 | 0.94 | 0.94 | 0.88 | 0.85 | 0.86 |