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Table 6 Area under the ROC curve of different hidden layer nodes with one hidden layer in the BP neural network model (N = 4177)

From: Application of three statistical models for predicting the risk of diabetes

Number of hidden layer nodesThe area under ROC curve (95%Cl)ZP
10.725(0.711–0.738)18.109< 0.0001
20.737(0.723–0.750)19.845< 0.0001
30.746(0.732–0.759)19.379< 0.0001
40.755(0.741–0.768)21.893< 0.0001
50.780(0.767–0.792)24.931< 0.0001
60.778(0.765–0.790)23.229< 0.0001
70.765(0.752–0.778)22.774< 0.0001
80.754(0.741–0.767)22.532< 0.0001
90.735(0.721–0.748)19.015< 0.0001
100.728(0.714–0.741)19.158< 0.0001