Table 1.
Adverse drug reaction | AUC | Accuracy | Sensitivity | Specificity | PPV |
---|---|---|---|---|---|
Exemplar ADR models | |||||
Rheumatic heart disease | 0.97 | 0.96 | 0.81 | 0.96 | 0.02 |
Heat stroke | 0.90 | 0.84 | 0.83 | 0.85 | 0.02 |
Spontaneous abortion | 0.84 | 0.89 | 0.63 | 0.89 | 0.05 |
Vestibular disorder | 0.91 | 0.91 | 0.73 | 0.91 | 0.07 |
All 1,096 ADR models | |||||
Mean | 0.86 | 0.89 | 0.63 | 0.90 | 0.09 |
Standard deviation | 0.05 | 0.05 | 0.15 | 0.05 | 0.08 |
The performance of models to predict ADRs induced by drug-drug interactions (DDIs) were estimated from 10-fold cross-validation. The values were calculated by using a DDI score threshold of 0.0 for all ADRs. The calculated positive predictive values (PPV) are given for the developed ADR models