Table 4.
AD prediction performance of our proposed CARE-AD approach
| Prediction Y ear | AD cases | Controls | Accuracy | ||||
|---|---|---|---|---|---|---|---|
| Precision | Recall | F1 score | Precision | Recall | F1 score | ||
| −1 day |
0.59 (0.57, 0.61) |
0.73 (0.70, 0.76) |
0.65 (0.63, 0.67) |
0.92 (0.91, 0.93) |
0.86 (0.85, 0.87) |
0.89 (0.88, 0.90) |
0.83 (0.82, 0.84) |
| −1 year |
0.47 (0.45, 0.49) |
0.66 (0.63, 0.69) |
0.55 (0.53, 0.57) |
0.89 (0.89, 0.90) |
0.79 (0.78, 0.80) |
0.84 (0.83, 0.85) |
0.76 (0.75, 0.78) |
| −2 year |
0.39 (0.37, 0.41) |
0.59 (0.56, 0.62) |
0.47 (0.45, 0.49) |
0.87 (0.86, 0.88) |
0.75 (0.73, 0.76) |
0.80 (0.79, 0.81) |
0.71 (0.70, 0.73) |
| −3 year |
0.34 (0.32, 0.35) |
0.54 (0.51, 0.57) |
0.41 (0.39, 0.43) |
0.85 (0.84, 0.87) |
0.71 (0.69, 0.72) |
0.77 (0.76, 0.79) |
0.67 (0.66, 0.68) |
| −5 year |
0.26 (0.25, 0.28) |
0.46 (0.43, 0.49) |
0.33 (0.31, 0.35) |
0.81 (0.80, 0.82) |
0.65 (0.64, 0.67) |
0.72 (0.71, 0.73) |
0.61 (0.59, 0.62) |
| −7 year |
0.24 (0.23, 0.26) |
0.43 (0.40, 0.46) |
0.31 (0.29, 0.33) |
0.80 (0.79, 0.81) |
0.62 (0.61, 0.64) |
0.70 (0.69, 0.71) |
0.58 (0.57, 0.60) |
| −10 year |
0.20 (0.18, 0.21) |
0.38 (0.35, 0.41) |
0.26 (0.24, 0.28) |
0.77 (0.76, 0.78) |
0.57 (0.55, 0.59) |
0.65 (0.64, 0.67) |
0.53 (0.51, 0.54) |