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. Author manuscript; available in PMC: 2018 May 30.
Published in final edited form as: J Chem Inf Model. 2018 May 10;58(5):943–956. doi: 10.1021/acs.jcim.7b00641

Table 4.

Performance of the five combined classifiers across five types of drug-induced cardiovascular complications.

Combined classifier 5-fold cross validation
External validation set
SE SP Q P AUC SE SP Q P AUC


Hypertension 0.750 0.728 0.739 0.734 0.800 0.669 0.710 0.690 0.698 0.756
Arrhythmia 0.712 0.723 0.717 0.720 0.784 0.648 0.761 0.704 0.730 0.734
Heart block 0.721 0.813 0.767 0.794 0.842 0.507 0.746 0.627 0.667 0.699
Myocardial infarction 0.690 0.765 0.727 0.746 0.790 0.596 0.708 0.652 0.671 0.742
Cardiac failure 0.686 0.737 0.711 0.722 0.785 0.537 0.707 0.622 0.647 0.693

Note: SE: sensitivity; SP: specificity; Q: overall predictive accuracy; P: precision; AUC: the area under receiver operating characteristic curves.