Table 2 Ablation study on module contributions within the CHMMConvScaleNet framework.

Method	Time scale	Conv1D	Conv2D	CHMM	Acc	Rec	Pre	F1 score
M 1		\(\checkmark\)			0.7081	0.6679	0.6812	0.6724
M 2			\(\checkmark\)		0.7979	0.7818	0.7686	0.7744
M 3		\(\checkmark\)	\(\checkmark\)		0.8653	0.8395	0.8460	0.8421
M 4		\(\checkmark\)		\(\checkmark\)	0.7560	0.7153	0.7182	0.7142
M 5			\(\checkmark\)	\(\checkmark\)	0.8558	0.8256	0.8418	0.8329
M 6		\(\checkmark\)	\(\checkmark\)	\(\checkmark\)	0.9119	0.8965	0.9015	0.8989
M 7	\(\checkmark\)	\(\checkmark\)	\(\checkmark\)		0.8989	0.8821	0.8917	0.8865
M 8	\(\checkmark\)	\(\checkmark\)	\(\checkmark\)	\(\checkmark\)	0.9341	0.9291	0.9187	0.9235

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