Table 10 Extracted reliable rules for survival prediction (> 85% accuracy)
Rules | Test Accuracy | Method |
|---|---|---|
(Cg = 'Yes') and HEAD < 2 and AGE < 76.65 Then Alive | 29/34(85.3%) | CART |
(Cg = 'No') and (MI = 'No') and AGE < 61.70 and HEAD ≤ 4 and (ARDS = 'No') Then Alive | 334/375(89.1%) | CART |
(Cg = 'No') and (MI = 'No') and HEAD ≥ 5 and AGE < 22.35 Then Alive | 55/64(85.9%) | CART |
ISS ≥ 28 and (Cg = 'No') and THORAX ≤ 4 and 62.25 ≤ AGE < 69.00 and EDRTS ≥ 2.88 Then Alive | 10/11(90.9%) | CART |
ISS ≥ 23 and (Cg = 'No') and THORAX ≤ 4 and 69 ≤ AGE < 72.35 Then Alive | 13/15(86.7%) | CART |
HEAD ≤ 2 and (MI = 'No') and (Cg = 'No') and AGE ≤ 62 Then Alive | 182/206(88.3%) | C4.5 |
(MI = 'Yes') and AGE ≤ 62 and EDRTS > 5.39 and ISS ≤ 25 Then Alive | 19/20(95%) | C4.5 |
THORAX > 3 and HEAD ≤ 4 and (ARDS = 'No') and AGE ≤ 62 Then Alive | 126/148(85.1%) | C4.5 |
THORAX ≤ 2 and EDRTS ≤ 0.87 and ISS > 38 Then Dead | 12/13(92.3%) | C4.5 |
(MI = 'Yes') and AGE > 82.6 Then Dead | 16/18(88.9%) | C4.5 |
(MI = 'Yes') and ISS > 30 Then Dead | 45/50(90%) | C4.5 |
HEAD > 4 and (MI = 'Yes') Then Dead | 25/27(92.6%) | C4.5 |
(Cg = 'Yes') and HEAD ≤ 4 and AGE > 78 Then Dead | 12/14(85.7%) | C4.5 |
(ID = 'Yes') and AGE > 78 and (MI = 'Yes') and HEAD ≤ 4 Then Dead | 27/31(87.1%) | C4.5 |
HEAD > 0 and HEAD ≤ 2 and (ID = 'Yes') and (ARDS = 'No') and AGE ≤ 75.2 Then Alive | 107/118(90.7%) | C4.5 |
(ID = 'Yes') and (MI = 'Yes') and HEAD > 3 Then Dead | 43/49(87.8%) | C4.5 |
(MI = 'Yes') and (ID = 'Yes') and AGE > 78 Then Dead | 32/37(86.5%) | C4.5 |
HEAD > 4 and (MI = 'Yes') Then Dead | 25/27(92.6%) | C4.5 |
(MI = 'Yes') and ISS > 30 Then Dead | 45/50(90%) | C4.5 |
(MI = 'Yes') and AGE > 79.6 and ISS > 12 Then Dead | 27/30(90%) | C4.5 |
(Cg = 'Yes') and HEAD ≤ 4 and AGE > 79.6 Then Dead | 12/14(85.7%) | C4.5 |
(ARDS = 'No') and (MI = 'No') and (Cg = 'No') and HEAD ≤ 4 and AGE ≤ 62 Then Alive | 335/376(89.1%) | C4.5 |
(MI = 'Yes') and (ID = 'Yes') and AGE > 78 Then Dead | 15/16(93.8%) | C4.5 |
(MI = 'Yes') and HEAD ≤ 4 and ISS > 38 Then Dead | 29/34(85.3%) | C4.5 |
(MI = 'Yes') and AGE ≤ 61.6 and ISS > 27 Then Dead | 26/30(86.7%) | C4.5 |
HEAD = 2 and (MI = 'No') and AGE ≤ 62 and ISS ≤ 38 Then Alive | 235/270(87%) | C4.5 |
THORAX > 0 and (ID = 'Yes') and ISS ≤ 30 Then Alive | 13/14(92.9%) | C4.5 |