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. Author manuscript; available in PMC: 2018 Apr 1.
Published in final edited form as: J Biomed Inform. 2017 Mar 16;68:112–120. doi: 10.1016/j.jbi.2017.03.009

Table 3.

Bias analysis for eight imputed models as well as the reference model when detecting postoperative SSI. The average AUC and bias across the three sub-types of SSI and overall SSI are calculated as well.

Superficial SSI Deep SSI Organ Space SSI Overall SSI

AUC Bias AUC Bias AUC Bias AUC Bias Average AUC Average Bias
Reference 0.855 0.0600 0.702 −0.0032 0.864 −0.0136 0.864 −0.0159 0.821 −0.0079
Mean 0.841 0.0131 0.864 −0.0085 0.867 −0.0086 0.863 −0.0055 0.858 −0.0024
Normal 0.845 0.0132 0.866 −0.0014 0.896 −0.0092 0.935 0.0038 0.884 0.0016
MICE 0.832 0.0191 0.865 −0.0010 0.894 −0.0087 0.927 0.0053 0.879 0.0037
0 0.852 0.0122 0.886 −0.0090 0.903 −0.0105 0.934 −0.0072 0.893 −0.0036
Dummy+Mean 0.851 0.0155 0.823 −0.0155 0.935 −0.0088 0.906 0.0052 0.878 −0.0009
Dummy+Normal 0.856 0.0155 0.844 −0.0009 0.934 −0.0082 0.926 0.0052 0.888 0.0029
Dummy+MICE 0.843 0.0195 0.826 0.0001 0.946 −0.0082 0.903 0.0089 0.879 0.0051
Dummy+0 0.724 0.1679 0.813 −0.0154 0.774 0.1349 0.655 0.0639 0.741 0.0879