TABLE 5.

The results of different input schemes for XGBoost model in various tasks.

Inputs	Stand	Lie	Lie (Left)	Lie (Right)	Sit	Walk	Treadmill	Recovery
HR%+SBI	3.51	2.50	2.32	2.20	2.69	3.02	6.20	4.39
RD + SBI	2.69	2.27	1.76	1.95	3.40	1.89	6.02	4.52
MADs + SBI	1.17	1.43	1.24	1.22	1.36	3.41	3.64	3.61
HR%+RD + SBI	2.51	1.91	1.57	1.51	2.23	1.85	5.23	3.32
HR%+MADs + SBI	1.48	1.46	1.37	1.33	1.44	2.19	3.25	2.41
RD + MADs + SBI	1.04	1.44	1.09	1.17	1.38	1.81	3.24	2.71
HR%+RD + MADs + SBI	1.16	1.35	1.08	1.06	1.20	1.81	2.62	2.08