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Table 7 Prediction results for outcome and ICU days

From: A comparative analysis of multi-level computer-assisted decision making systems for traumatic injuries

 

Logistic

AdaBoost

C4.5

CART

SVM

RBF NN

Exact Outcome

74.6%

73%

75.6%

72%

72.6%

72.8%

Days in ICU

80.6%

78.7%

77.1%

77.4%

80.1%

77.4%

  1. This table compares the performance of logistic regression alone and the five chosen machine learning algorithms in predicting exact outcome (for off-site dataset) and ICU length of stay (for helicopter dataset).