Table 8 The overall results that are macro- and weighted-averaged, as well as the macro-averaged analysis of the results for each class of information provided in terms of Precision, Recall, and F1-measure.
Risk factor | Indicator | Precision | Recall | F1-score | Support |
|---|---|---|---|---|---|
Diabetes | a1c | 0.67 | 0.92 | 0.77 | 64 |
Glucose | 1.00 | 0.07 | 0.13 | 29 | |
Mention | 0.98 | 1.00 | 0.99 | 489 | |
CAD | Event | 0.71 | 0.76 | 0.74 | 173 |
Mention | 0.84 | 0.93 | 0.88 | 183 | |
Symptom | 0.89 | 0.80 | 0.84 | 65 | |
Test | 0.89 | 0.12 | 0.21 | 25 | |
Hypertension | High_bp | 0.98 | 0.99 | 0.98 | 186 |
mention | 1.00 | 0.99 | 0.99 | 478 | |
Hyperlipidemia | High_chol | 0.00 | 0.00 | 0.00 | 7 |
High_ldl | 0.85 | 0.74 | 0.79 | 24 | |
Mention | 0.98 | 1.00 | 0.99 | 200 | |
OBESE | Obese_bmi | 0.00 | 0.00 | 0.00 | 9 |
Mention | 0.93 | 1.00 | 0.97 | 107 | |
Smoker | Smoker_current | 0.00 | 0.00 | 0.00 | 36 |
Smoker_ever | 0.00 | 0.00 | 0.00 | 3 | |
Smoker_never | 0.93 | 0.96 | 0.94 | 111 | |
Smoker_past | 0.78 | 0.85 | 0.81 | 110 | |
Smoker_unknown | 0.99 | 0.97 | 0.98 | 197 | |
Medication | Â | 0.82 | 0.51 | 0.63 | 2062 |
Family history | Â | 0.87 | 0.90 | 0.88 | 13 |
Accuracy | Â | Â | Â | 0.9366 | 42,946 |
Macro average | Â | 0.3383 | 0.2920 | 0.2899 | 42,946 |
Weighted avg | Â | 0.9265 | 0.9366 | 0.9290 | 42,946 |
Micro average | Â | Â | Â | 0.9366 | 42,946 |