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. 2020 Dec 14;28(4):772–781. doi: 10.1093/jamia/ocaa288

Table 2.

Area under the receiver-operating characteristic curve

Data representation Phenotype Median AUC Top AUC Literature Phenotype Median AUC Top AUC Literature
AVR AD 0.869 0.872 NA RA 0.962 0.963 0.933-0.96111,58,59
SPM 0.863 0.875 0.970a 0.970
SPM+AVR 0.883 0.886 0.970a 0.971
tSPM 0.898a 0.913a 0.966 0.966
tSPM+AVR 0.851 0.857 0.964 0.972a
AVR AFIB 0.940 0.940 NA Stroke 0.875 0.876 NA
SPM 0.941 0.942 0.880 0.881
SPM+AVR 0.942 0.942 0.887 0.894a
tSPM 0.943a 0.943a 0.879a 0.879
tSPM+AVR 0.940 0.941 0.876 0.877
AVR CAD 0.976a 0.976a 0.896-0.9311,58,59 T1DM 0.980 0.980 0.98159
SPM 0.974 0.974 0.978 0.978
SPM+AVR 0.976a 0.976a 0.978 0.978
tSPM 0.975 0.975 0.993a 0.993a
tSPM+AVR 0.975 0.975 0.978 0.978
AVR CHF 0.883 0.885 0.72-0.879,60,61 T2DM 0.936 0.936 0.99,59
SPM 0.868 0.868 0.944 0.945
SPM+AVR 0.866 0.872 0.956a 0.959a
tSPM 0.898a 0.901a 0.926 0.926
tSPM+AVR 0.893 0.896 0.922 0.922
AVR COPD 0.862 0.862 NA UC 0.955 0.955 0.87-0.9759,20,58,59
SPM 0.866 0.867 0.953 0.953
SPM+AVR 0.864 0.866 0.951 0.953
tSPM 0.860 0.860 0.957a 0.957a
tSPM+AVR 0.871a 0.872a 0.953 0.953

AUC: area under the curve; AVR: aggregated vector representation; CAD: coronary artery disease; CHF: congestive heart failure; COPD: chronic obstructive pulmonary disease; NA: we were not able to find AUC ROC in the published literature; RA: rheumatoid arthritis; SPM: sequential pattern mining; T1DM: type 1 diabetes mellitus; T2DM: type 2 diabetes mellitus; tSPM: transitive sequential pattern mining; UC: ulcerative colitis.

a

Top within-phenotype performance.