Table 10 The performance of the explainers on different modalities (Second Layer).
Explainer | No. of features | Model | Exp. (%) | Precision | Recall | Accuracy | F1-score | Exp. measures |
|---|---|---|---|---|---|---|---|---|
Cognitive scores based | 12 | DT | 38 (77.55) | 0.824 | 0.824 | 0.824 | 0.824 | NL = 25; S = 49 |
FURIA | 38 (77.55) | 0.847 | 0.847 | 0.847 | 0.847 | NR = 9 | ||
Genetics based | 5 | DT | 32 (65.31) | 0.729 | 0.721 | 0.721 | 0.720 | NL = 7; S = 13 |
FURIA | 33 (67.35) | 0.729 | 0.728 | 0.728 | 0.728 | NR = 5 | ||
Lab tests based | 41 | DT | 28 (57.14) | 0.528 | 0.526 | 0.526 | 0.526 | NL = 58; S = 115 |
FURIA | 30 (61.22) | 0.574 | 0.574 | 0.574 | 0.574 | NR = 20 | ||
Medical history based | 27 | DT | 29 (59.18) | 0.590 | 0.590 | 0.590 | 0.589 | NL = 51; S = 95 |
FURIA | 31 (63.27) | 0.643 | 0.643 | 0.643 | 0.643 | NR = 3 | ||
MRI based | 8 | DT | 30 (61.22) | 0.732 | 0.721 | 0.721 | 0.720 | NL = 12; S = 23 |
FURIA | 33 (67.35) | 0.687 | 0.686 | 0.686 | 0.687 | NR = 6 | ||
Neurological exams based | 12 | DT | 23 (46.94) | 0.492 | 0.515 | 0.515 | 0.429 | NL = 9; S = 17 |
FURIA | 24 (48.98) | 0.457 | 0.497 | 0.497 | 0.417 | NR = 3 | ||
Neuropsychological battery based | 35 | DT | 31 (63.27) | 0.693 | 0.693 | 0.693 | 0.693 | NL = 52; S = 103 |
FURIA | 35 (71.43) | 0.764 | 0.762 | 0.762 | 0.762 | NR = 11 | ||
PET based | 3 | DT | 31 (63.27) | 0.680 | 0.677 | 0.677 | 0.677 | NL = 8; S = 15 |
FURIA | 34 (69.39) | 0.710 | 0.709 | 0.709 | 0.709 | NR = 4 | ||
Physical exams based | 10 | DT | 31 (63.27) | 0.552 | 0.542 | 0.542 | 0.537 | NL = 14; S = 27 |
FURIA | 29 (59.18) | 0.534 | 0.529 | 0.529 | 0.526 | NR = 5 | ||
Symptoms based | 27 | DT | 27 (55.10) | 0.531 | 0.524 | 0.524 | 0.520 | NL = 20; S = 39 |
FURIA | 32 (65.31) | 0.556 | 0.547 | 0.547 | 0.542 | NR = 4 | ||
Vital signs based | 8 | DT | 24 (48.98) | 0.519 | 0.526 | 0.526 | 0.461 | NL = 4; S = 7 |
FURIA | 31 (63.27) | 0.523 | 0.526 | 0.526 | 0.519 | NR = 3 |
