Table 3. Resulting multiple linear regression models for the mobility measures and gait parameters.
Dependent Variable | Multiple Linear Regression Model | Adjusted R2 | RMSE | CV-RMSE | ||||
---|---|---|---|---|---|---|---|---|
Mobility Measures (with walking speed (S)) | ||||||||
3mTUG (s) | = 8.501 | − 4.418 ⋅ S | + 0.034 ⋅ H | + 0.029 ⋅ A | 0.473 | 1.205 | 1.221 | |
7mTUG (s) | = 17.321 | − 6.344 ⋅ S | + 0.022 ⋅ H | + 0.039 ⋅ A | 0.532 | 1.496 | 1.497 | |
10mWT (s) | = 15.537 | − 5.902 ⋅ S | 0.904 | 0.378 | 0.388 | |||
sit-to-stand (s) | = 1.262 | − 0.371 ⋅ S | + 0.006 ⋅ A | + 0.160 ⋅ G | 0.226 | 0.292 | 0.293 | |
stand-to-sit (s) | = 2.391 | − 0.471 ⋅ S | + 0.006 ⋅ A | 0.084 | 0.499 | 0.506 | ||
Gait Parameters (with walking speed (S)) | ||||||||
cadence (steps/min) | = 159.200 | + 39.833 ⋅ S | − 0.567 ⋅ H | 0.763 | 5.240 | 5.335 | ||
ankle velocity (deg/s) | = 286.250 | + 47.675 ⋅ S | − 0.736 ⋅ H | − 20.633 ⋅ G | 0.270 | 17.921 | 18.282 | |
stride time (s) | = 0.660 | − 0.345 ⋅ S | + 0.005 ⋅ H | 0.735 | 0.049 | 0.050 | ||
stride length (m) | = −0.238 | + 0.418 ⋅ S | + 0.005 ⋅ H | 0.667 | 0.068 | 0.069 | ||
Mobility Measures (without walking speed (S)) | ||||||||
3mTUG (s) | = −1.248 | + 0.051 ⋅ H | + 0.049 ⋅ A | 0.252 | 1.436 | 1.444 | ||
7mTUG (s) | = 3.228 | + 0.048 ⋅ H | + 0.070 ⋅ A | 0.276 | 1.868 | 1.870 | ||
10mWT (s) | = 6.378 | + 0.028 ⋅ A | 0.142 | 1.128 | 1.134 | |||
sit-to-stand (s) | = 0.678 | + 0.008 ⋅ A | + 0.146 ⋅ G | 0.193 | 0.298 | 0.301 | ||
stand-to-sit (s) | = 1.637 | + 0.009 ⋅ A | 0.066 | 0.504 | 0.511 | |||
Gait Parameters (without walking speed (S)) | ||||||||
cadence (steps/min) | = 244.310 | − 0.669 ⋅ H | − 0.306 ⋅ A | 0.398 | 8.342 | 8.402 | ||
ankle velocity (deg/s) | = 324.990 | − 0.598 ⋅ H | − 17.100 ⋅ G | 0.060 | 20.264 | 20.524 | ||
stride time (s) | = −0.088 | + 0.006 ⋅ H | + 0.003 ⋅ A | 0.402 | 0.073 | 0.075 | ||
stride length (m) | = 0.197 | + 0.006 ⋅ H | 0.181 | 0.106 | 0.107 |