Table 11 Extracted supporting rules for survival prediction (75% – 85% accuracy)
Rules | Test Acc. | Method |
|---|---|---|
(Cg = 'Yes') and 2.5 ≤ HEAD < 3.5 and EDRTS < 6.07 and 35.65 ≤ AGE < 55.25 Then Alive | 10/12(83.3%) | CART |
(Cg = 'Yes') and HEAD ≥ 3 and EDRTS ≥ 6.07 and THORAX < 1 Then Alive | 33/43 (76.7%) | CART |
(Cg = 'No') and (MI = 'No') and AGE < 61.70 and (ARDS = 'Yes') and HEAD < 3 Then Alive | 50/59(84.7%) | CART |
(Cg = 'No') and (MI = 'No') and ISS = 24 and 61.70 = AGE < 68.90 and HEAD ≤ 3 Then Dead | 11/13(84.6%) | CART |
AGE < 61.70 and HEAD ≤ 4 and (MI = 'No') Then Alive | 625/793(78.8%) | CART |
HEAD ≥ 5 and (Cg = 'No') and AGE < 22.85 Then Alive | 60/73(82.2%) | CART |
HEAD ≥ 5 and (Cg = 'No') and EDRTS < 5.02 and 22.85 ≤ AGE < 28 and ISS ≥ 33 Then Dead | 11/13(84.6%) | CART |
ISS ≥ 23 and (ID = 'Yes') and 61.70 ≤ AGE < 80.50 and (ARDS = 'No') and (Cg = 'Yes') Then Dead | 12/15(80.0%) | CART |
ISS ≥ 23 and (ID = 'Yes') and AGE ≥ 80.50 Then Dead | 42/51(82.4%) | CART |
AGE < 61.70 and (Cg = 'Yes') and HEAD ≤ 3 and ISS < 42 Then Alive | 47/56(83.9%) | CART |
AGE < 61.70 and (Cg = 'No') and (MI = 'No') Then Alive | 559/706 (79.2%) | CART |
(MI = 'No') and (Cg = 'Yes') and HEAD ≤ 3 and AGE < 60.40 and ISS < 42 Then Alive | 47/56(83.9%) | CART |
(MI = 'No') and (Cg = 'No') and ISS ≤ 23 and EDRTS < 6.07 Then Alive | 578/728(79.4%) | CART |
AGE < 62 and HEAD ≤ 4 and ISS ≤ 25 Then Alive | 648/822(78.8%) | CART |
HEAD ≥ 5 and (Cg = 'No') and AGE < 22.85 Then Alive | 60/73(82.2%) | CART |
ISS ≥ 23 and AGE ≥ 80.50 Then Dead | 45/55(81.8%) | CART |
AGE < 61.70 and HEAD ≤ 4 and (MI = 'No') Then Alive | 625/793(78.8%) | CART |
AGE < 61.60 and (MI = 'No') and ISS < 42 and (Cg = 'Yes') and HEAD ≤ 3 Then Alive | 47/56(83.9%) | CART |
AGE < 61.60 and HEAD ≤ 4 and (MI = 'No') and (Cg = 'No') Then Alive | 421/503(83.7%) | CART |
AGE ≥ 61.60 and ISS ≥ 23 and (Cg = 'Yes') Then Dead | 44/54(81.5%) | CART |
AGE < 61.70 and HEAD ≤ 4 and (ISS < 27) Then Alive | 646/820(78.8%) | CART |
HEAD ≥ 5 and (Cg = 'No') and 22.35 ≤ AGE < 25.85 and (MI = 'No') and ISS ≥ 30 Then Dead | 10/13(76.9%) | CART |
ISS ≥ 23 and 61.70 ≤ AGE < 74.10 and EDRTS < 2.88 Then Dead | 21/28(75.0%) | CART |
ISS ≥ 23 and AGE ≥ 74.10 Then Dead | 92/119(77.3%) | CART |
(MI = 'No') and HEAD ≤ 4 and AGE ≤ 62 ISS ≤ 38 Then Alive | 508/612(83%) | C4.5 |
3 < HEAD ≤ 4 and (MI = 'No') and (ID = 'Yes') and (Cg = 'No') and ISS ≤ 59 Then Alive | 138/175(78.9%) | C4.5 |
HEAD > 1 and (MI = 'Yes') and ISS > 22 Then Dead | 59/70(84.3%) | C4.5 |
HEAD > 3 and (MI = 'Yes') Then Dead | 49/58(84.5%) | C4.5 |
(Cg = 'No') and (MI = 'No') and 2 < HEAD ≤ 4 and EDRTS ≤ 2.2 and (ARDS = 'Yes') and ISS ≤ 38 Then Dead | 12/15(80%) | C4.5 |
(MI = 'No') and (ID = 'Yes') and (Cg = 'Yes') and AGE > 61.6 Then Dead | 24/32(75%) | C4.5 |
(ID = 'No') and HEAD ≤ 3 and AGE ≤ 82.6 and ISS ≤ 22 Then Alive | 236/305(77.4%) | C4.5 |
HEAD ≤ 4 and (MI = 'No') and AGE ≤ 60.8 and ISS ≤ 38 Then Alive | 504/607(83%) | C4.5 |
HEAD ≤ 4 and AGE ≤ 78 and EDRTS > 7.55 and ISS ≤ 30 Then Alive | 207/263(78.7%) | C4.5 |
(MI = 'Yes') and ISS > 27 Then Dead | 50/60(83.3%) | C4.5 |
HEAD ≤ 3 and AGE ≤ 78 and 11 < ISS ≤ 27 Then Alive | 290/368(78.8%) | C4.5 |
(Cg = 'No') and HEAD ≤ 3 and AGE ≤ 78 Then Alive | 353/459(76.9%) | C4.5 |
(MI = 'Yes') and EDRTS ≤ 5.39 Then Dead | 41/51(80.4%) | C4.5 |
HEAD > 0 and (MI = 'Yes') and THORAX > 2 and (ID = 'No') Then Dead | 50/63(79.4%) | C4.5 |
(Cg = 'No') and (MI = 'No') and 2 < HEAD ≤ 4 and EDRTS ≤ 1.47 and (ARDS = 'Yes') and ISS ≤ 41 Then Dead | 13/17(76.5%) | C4.5 |
HEAD ≤ 4 and (MI = 'No') and AGE ≤ 62 and ISS ≤ 41 Then Alive | 555/678(81.9%) | C4.5 |
HEAD ≤ 4 and AGE ≤ 79.6 and EDRTS > 7.55 and ISS ≤ 30 Then Alive | 214/275(77.8%) | C4.5 |
(MI = 'No') and HEAD ≤ 4 and AGE ≤ 61.6 and ISS ≤ 34 Then Alive | 469/562(83.5%) | C4.5 |
HEAD ≤ 3 and AGE ≤ 61.6 and ISS ≤ 38 Then Alive | 420/503(83.5%) | C4.5 |
(MI = 'Yes') and (ID = 'Yes') and AGE > 68.5 Then Dead | 47/60(78.3%) | C4.5 |
(ARDS = 'No') and HEAD ≤ 3 and AGE ≤ 61.9 Then Alive | 276/326(84.7%) | C4.5 |
(ID = 'No') and (MI = 'Yes') and EDRTS > 5.39 and ISS ≤ 14 Then Alive | 21/25(84%) | C4.5 |