Table 9 The overall results that are macro- and weighted-averaged, as well as the macro-averaged analysis of the results for each class provided with time-attribute provided in terms of Precision, Recall, and F1-measure.
Risk indicator | Time attribute | Precision | Recall | F1-score | Support |
|---|---|---|---|---|---|
Diabetes | Before_dct | 0.78 | 0.85 | 0.81 | 278 |
During_dct | 0.49 | 0.33 | 0.39 | 204 | |
After_dct | 0.00 | 0.00 | 0.00 | 100 | |
CAD | After_dct | 0.67 | 0.63 | 0.65 | 107 |
Before_dct | 0.78 | 0.93 | 0.85 | 258 | |
During_dct | 0.00 | 0.00 | 0.00 | 81 | |
Hypertension | After_dct | 0.89 | 0.79 | 0.84 | 116 |
Before_dct | 0.00 | 0.00 | 0.00 | 53 | |
During_dct | 0.79 | 0.87 | 0.83 | 495 | |
Hyperlipidemia | After_dct | 0.00 | 0.00 | 0.00 | 97 |
Before_dct | 0.00 | 0.00 | 0.00 | 107 | |
During_dct | 0.66 | 0.95 | 0.78 | 27 | |
OBESE | After_dct | 0.73 | 0.67 | 0.70 | 15 |
Before_dct | 0.00 | 0.00 | 0.00 | 41 | |
During_dct | 0.89 | 0.75 | 0.82 | 60 | |
Medication | After_dct | 0.61 | 0.26 | 0.36 | 706 |
Before_dct | 0.62 | 0.42 | 0.50 | 798 | |
During_dct | 0.67 | 0.34 | 0.45 | 558 | |
Accuracy | Â | Â | Â | 0.9366 | 42946 |
Macro average | Â | 0.3383 | 0.2920 | 0.2899 | 42946 |
Weighted avg | Â | 0.9265 | 0.9366 | 0.9290 | 42946 |
Micro average | Â | Â | Â | 0.9366 | 42946 |