Table 5

ANN inputs and area under ROC curves of ANNs with reduced input variable set5-150; comparison to ANN with complete input set

Skipped variableArea under the ROC curve (SD)p Value
None (complete input set)0.954 (0.015)
Gestational age0.924 (0.015)0.004
Birthweight0.928 (0.017)0.033
Condition on admission vitally endangered and condition on admission fair0.929 (0.015)0.040
Condition on admission stable and condition on admission fair0.930 (0.015)0.042
Inborn0.936 (0.016)NS
Capilliary pH < 7.100.943 (0.015)NS
Temperature on admission < 35.5°C0.945 (0.014)NS
Condition on admission stable and condition on admission unstable0.945 (0.014)NS
Emergency delivery0.946 (0.013)NS
10 minute Apgar score < 50.947 (0.013)NS
5 minute Apgar score < 30.947 (0.013)NS
Congential malformation0.949 (0.012)NS
1 minute Apgar score0.950 (0.013)NS
Gestational age and birthweight0.881 (0.029)0.001
All except gestational age and birthweight0.890 (0.021)0.001
  • 5-150 Table is ranked acccording to the estimated relative predictive impact of the omitted variables in descending order.