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Table 5 The result of including only one wrist position in the training dataset, using one-step regression

From: Regressing grasping using force myography: an exploratory study

Included wrist positions in training dataset

\(\theta _{TI}\)

\(\theta _{TM}\)

\(R^2\)

\(RMSE\%\)

\(R^2\)

\(RMSE\%\)

Extension, Flexion, Neutral, Pronation, Radial, Ulnar

0.872 ± 0.034

9.402 ± 1.052

0.941 ± 0.021

6.133 ± 0.843

Extension

0.412 ± 0.230

19.90 ± 2.79

0.566 ± 0.304

15.740 ± 4.460

Flexion

0.553 ± 0.345

22.64 ± 4.16

0.436 ± 0.339

18.359 ± 4.007

Neutral

0.550 ± 0.214

20.70 ± 3.50

0.593 ± 0.163

16.067 ± 2.818

Pronation

0.372 ± 0.160

17.56 ± 2.73

0.700 ± 0.170

13.533 ± 2.924

Radial

0.231 ± 0.157

17.45 ± 2.60

0.631 ± 0.203

15.027 ± 3.305

Ulnar

0.412 ± 0.277

18.10 ± 3.66

0.641 ± 0.277

14.120 ± 3.550