Models | Submetric cases | Accuracy | Precision | Recall | F1-score |
---|---|---|---|---|---|
LSTM | A1C ideal | 0.78 | 0.74 | 0.68 | 0.71 |
A1C intermediate | 0.66 | 0.66 | 0.66 | ||
A1C poor | 0.87 | 0.89 | 0.88 | ||
LDL ideal | 0.80 | 0.83 | 0.97 | 0.89 | |
LDL intermediate | 0.46 | 0.12 | 0.19 | ||
LDL poor | 0.49 | 0.32 | 0.38 | ||
BMI ideal | 0.91 | 0.94 | 0.95 | 0.94 | |
BMI intermediate | 0.83 | 0.83 | 0.83 | ||
BMI poor | 0.94 | 0.94 | 0.94 | ||
BP ideal | 0.65 | 0.59 | 0.24 | 0.34 | |
BP intermediate | 0.53 | 0.70 | 0.61 | ||
BP poor | 0.78 | 0.75 | 0.77 | ||
SMK ideal | 0.95 | 0.97 | 0.97 | 0.97 | |
SMK intermediate | 0.86 | 0.24 | 0.38 | ||
SMK poor | 0.87 | 0.85 | 0.86 | ||
RF | A1C ideal | 0.78 | 0.77 | 0.61 | 0.68 |
A1C intermediate | 0.64 | 0.70 | 0.67 | ||
A1C poor | 0.87 | 0.89 | 0.88 | ||
LDL ideal | 0.79 | 0.81 | 0.98 | 0.89 | |
LDL intermediate | 0.0 | 0.0 | 0.0 | ||
LDL poor | 0.46 | 0.35 | 0.40 | ||
BMI ideal | 0.91 | 0.92 | 0.94 | 0.93 | |
BMI intermediate | 0.82 | 0.81 | 0.81 | ||
BMI poor | 0.95 | 0.93 | 0.94 | ||
BP ideal | 0.63 | 0.66 | 0.06 | 0.11 | |
BP intermediate | 0.52 | 0.69 | 0.59 | ||
BP poor | 0.74 | 0.78 | 0.76 | ||
SMK ideal | 0.93 | 0.97 | 0.95 | 0.96 | |
SMK intermediate | 0.0 | 0.0 | 0.0 | ||
SMK poor | 0.80 | 0.85 | 0.82 | ||
LR | A1C ideal | 0.78 | 0.74 | 0.68 | 0.71 |
A1C intermediate | 0.66 | 0.66 | 0.66 | ||
A1C poor | 0.87 | 0.89 | 0.88 | ||
LDL ideal | 0.79 | 0.83 | 0.96 | 0.89 | |
LDL intermediate | 0.45 | 0.16 | 0.24 | ||
LDL poor | 0.47 | 0.27 | 0.34 | ||
BMI ideal | 0.91 | 0.94 | 0.94 | 0.94 | |
BMI intermediate | 0.83 | 0.83 | 0.83 | ||
BMI poor | 0.94 | 0.94 | 0.94 | ||
BP ideal | 0.65 | 0.55 | 0.26 | 0.36 | |
BP intermediate | 0.54 | 0.62 | 0.58 | ||
BP poor | 0.75 | 0.79 | 0.77 | ||
SMK ideal | 0.95 | 0.96 | 0.97 | 0.97 | |
SMK intermediate | 0.80 | 0.16 | 0.27 | ||
SMK poor | 0.86 | 0.83 | 0.85 |