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. Author manuscript; available in PMC: 2018 May 4.
Published in final edited form as: J Biomed Inform. 2017 Apr 12;70:35–51. doi: 10.1016/j.jbi.2017.04.009

Table 6a.

Comparison of different meta-classifiers trained with the original annotation set.

Settings Sensitivity Specificity Mean AUC (Repeated 10-fold with 30 cycles)
Level 1 (L1) 583/1170 (0.50) 706/1320 (0.53) 0.520 (0.450 ~ 0.587)
Level 2 (L2) 651/1170 (0.56) 630/1320 (0.48) 0.519 (0.452 ~ 0.585)
L1 + ICD9 921/1170 (0.79) 923/1320 (0.70) 0.79 (0.73 ~ 0.84)
L2 + ICD9 920/1170 (0.79) 896/1320 (0.68) 0.78 (0.71 ~ 0.84)
ICD9 39/39 (1.00) 29/44 (0.66) 0.83 (0.74 ~ 0.92)