Table 2.
Wrist-worn accelerometer VM cut points established by each ML model and mean count value within each PA category.
| Model | N | Cut points (cpma) | Vector magnitude counts (cpm) | |||||
|
|
|
|
Lower Bound | Upper Bound | Mean (SD) | |||
| Receiver operating characteristic analysis | ||||||||
|
|
Sedentary behavior | 70,848 | 0 | 3406 | 744.40 (1077.67) | |||
| Light physical activity | 20,194 | 3407 | 5690 | 4509.79 (652.33) | ||||
| Moderate physical activity | 4009 | 5691 | 6219 | 5952.98 (150.75) | ||||
| Vigorous physical activity | 27,348 | 6220 | ∞ | 10,054.39 (4267.24) | ||||
| Ordinal logistic regression model | ||||||||
|
|
Sedentary behavior | 92,143 | 0 | 5837 | 1629.59 (1900.25) | |||
| Light physical activity | 26,746 | 5838 | 14,020 | 8436.16 (2028.01) | ||||
| Moderate physical activity | 1688 | 14,021 | 17,432 | 15,481.18 (968.54) | ||||
| Vigorous physical activity | 1822 | 17,433 | ∞ | 22,350.31(4593.46) | ||||
| K-means analysis | ||||||||
|
|
Sedentary behavior | 62,815 | 0 | 2556 | 457.57 (759.38) | |||
| Light physical activity | 37,876 | 2557 | 7067 | 4655.99 (1270.28) | ||||
| Moderate physical activity | 18,559 | 7068 | 14,535 | 9474.95 (1895.16) | ||||
| Vigorous physical activity | 3149 | 14,536 | ∞ | 19,595.06 (4787.10) | ||||
acpm: counts per minute.