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Table 3 RMSE, regression coefficients (RC) and associated 95% confidence intervals (CI) of the surface EMG-based estimates of the clinical scores for the dynamic tests derived using a regression implementation of a Random Forest

From: Assessing aberrant muscle activity patterns via the analysis of surface EMG data collected during a functional evaluation

 

Activity

Level

Amplitude Modulation

Laterality of Activity

 

RMSE

RC ± CI

RMSE

RC ± CI

RMSE

RC ± CI

head movements

1.07

0.98 ± 0.04

1.04

1.01 ± 0.07

1.46

0.88 ± 0.08

shoulder and arm movements

1.13

1.00 ± 0.03

1.45

1.00 ± 0.03

1.41

0.93 ± 0.05

FCE lifting with extended knees

1.12

0.98 ± 0.02

1.22

0.98 ± 0.02

1.37

0.93 ± 0.06

trunk movements

1.17

1.00 ± 0.04

1.30

1.04 ± 0.05

1.34

0.98 ± 0.05

walking and kneeling

1.25

1.01 ± 0.03

1.64

1.01 ± 0.05

1.36

0.96 ± 0.06

FCE lifting with flexed knees

1.36

1.00 ± 0.03

1.74

1.00 ± 0.04

1.52

1.01 ± 0.06