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. 2022 Aug 31;9(3):e37229. doi: 10.2196/37229

Table 4.

Input features for training the machine learning models.

Feature Description
kb_score Knowledge-based exercise score as proposed previously [27]
head_movement_speed Number of head rotations per second (mean and standard deviation) in the yaw and pitch planes
head_movement_range Range of head rotations (mean and standard deviation) in the yaw and pitch planes
posture Angle of the torso (sitting and standing)
trunk_sway Mean and standard deviation of trunk sway
gait_parameters Center of pressure on both feet (mean distance covered by the center of pressure and standard deviation per gait cycle); double support time (mean value and standard deviation per gait cycle); single support time (mean value and standard deviation per gait cycle); step duration (mean value and standard deviation per gait cycle); stride duration (mean value and standard deviation per gait cycle); cadence (mean value and standard deviation per gait cycle)