Table 2.

Results of 1-year AF recurrence prediction

	AUROC	Sensitivity	Specificity	Accuracy	F1-Score
APPLE Score	0.644 ± 0.129	0.915 ± 0.138	0.350 ± 0.329	0.504 ± 0.213	0.533 ± 0.111
CHA2DS2-VASc Score	0.650 ± 0.133	0.905 ± 0.162	0.427 ± 0.355	0.560 ± 0.226	0.568 ± 0.124
Clinical Feature	0.755 ± 0.093	0.875 ± 0.137	0.680 ± 0.198	0.728 ± 0.121	0.656 ± 0.102
EGM	0.731 ± 0.105	0.885 ± 0.116	0.627 ± 0.131	0.701 ± 0.098	0.630 ± 0.092
ECG	0.767 ± 0.122	0.812 ± 0.176	0.770 ± 0.183	0.781 ± 0.112	0.682 ± 0.108
Fusion of EGM & Clinical Data	0.788 ± 0.110	0.905 ± 0.117	0.706 ± 0.144	0.764 ± 0.107	0.691 ± 0.117
Fusion of ECG & Clinical Data	0.836 ± 0.063	0.865 ± 0.112	0.812 ± 0.124	0.827 ± 0.070	0.747 ± 0.075
Fusion of EGM & ECG	0.833 ± 0.084	0.915 ± 0.138	0.793 ± 0.124	0.826 ± 0.083	0.753 ± 0.096
Fusion of EGM, ECG & Clinical Feature	0.859 ± 0.082	0.870 ± 0.200	0.867 ± 0.121	0.866 ± 0.076	0.784 ± 0.106

Values are mean ± standard deviation across 10-folds. Best mean results for each metric are highlighted in bold.