Table 3.
NGram | CEVR | W2V_avg | W2V_idfavg | W2V_maxmin | SEVR | ||
---|---|---|---|---|---|---|---|
Discontinuation | Sn(%) | 59.86 | 59.97 | 14.4 | 19.02 | 25.47 | 61.06 |
Sp(%) | 99.42 | 99.44 | 99.93 | 98.67 | 99.74 | 99.43 | |
AUC | 0.796** | 0.776* | 0.572* | 0.588* | 0.626* | 0.803 | |
Reason | Sn(%) | 51.92 | 51.82 | 28.25 | 28.15 | 36.01 | 52.35 |
Sp(%) | 91.24 | 91.18 | 83.44 | 83.29 | 85.07 | 91.43 | |
AUC | 0.716*** | 0.715 | 0.558* | 0.557* | 0.605* | 0.719 |
*, ** and *** indicate the statistical significance level of P < .001, P < .05 and P < .1, respectively, for Student’s t test on AUC metric (compared with SVM).