Table 3.

Efficiency analysis of CNN-LSTM framework excluding K-fold cross-validation.

No.	Category	Accuracy	Precision	Recall	F1	Sensitivity	Specificity
1	AR	99.3%	0.99	0.99	0.99	0.983	0.988
2	CHF	99.2%	0.98	0.98	0.96	0.97	0.98
3	NSR	99%	0.967	0.99	0.97	0.96	0.98