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. 2020 Aug 31;4(8):e16727. doi: 10.2196/16727

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.