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. 2019 Apr 29;26(10):943–951. doi: 10.1093/jamia/ocz048

Table 3.

Comparison among different vector representations

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).