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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).
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BMC Medical Informatics and Decision Making

ISSN: 1472-6947

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