Table 5 Fitbit Charge HR data by risk categories.

From: Application of ensemble machine learning algorithms on lifestyle factors and wearables for cardiovascular risk prediction

Wearables

Total (n = 600)

Low risk (Agatston = 0) (n = 421)

High risk (Agatston >  = 100) (n = 55)

Intermediate risk (Agatston 1–99)

(n = 124)

*P-values

Calories burned

2161.41 ± 478.39

2102.27 ± 451.04

2447.03 ± 559.49

2213.68 ± 470.08

0.0000

Steps

9406.76 ± 3198.63

9207.3 ± 3170.53

10,274.93 ± 3326.31

9631.18 ± 3174.39

0.0000

Distance

6.52 ± 2.33

6.36 ± 2.34

7.18 ± 2.33

6.73 ± 2.24

0.0000

Floors

9.02 ± 7.44

8.99 ± 7.7

8.74 ± 6.75

9.26 ± 6.93

0.0000

Minutes sedentary

873.27 ± 120.03

881.41 ± 121.88

836.56 ± 112.48

864.75 ± 114.6

0.0000

Minutes lightly active

220.44 ± 64.78

219.02 ± 63.86

224.04 ± 69.9

223.37 ± 65.73

0.0000

Minutes fairly active

18.39 ± 17.48

15.62 ± 13.59

34.37 ± 27.21

19.53 ± 18.53

0.0000

Minutes very active

19.77 ± 19.56

17 ± 16.99

34.29 ± 28.56

21.67 ± 18.76

0.0000

Activity calories

943.78 ± 359.86

892.63 ± 337.24

1204.36 ± 448.75

982.18 ± 323.04

0.0000

Minutes asleep

447.4 ± 90.75

451.4 ± 90.18

452.61 ± 93.08

431.44 ± 90.7

0.0000

Minutes awake

37.19 ± 16.39

37.29 ± 15.95

35.6 ± 20.82

37.68 ± 15.42

0.0000

Number of awakenings

2.78 ± 2.91

2.77 ± 2.91

2.22 ± 1.31

3.12 ± 3.43

0.0001

Time in bed

485.65 ± 98.04

489.78 ± 96.68

489.23 ± 101.39

470.1 ± 100.36

0.0000

Minutes REM sleep

1.33 ± 7.52

1.17 ± 7.37

0.28 ± 1.85

2.42 ± 9.48

0.7914

Minutes light sleep

4.02 ± 21.58

3.41 ± 20.18

0.92 ± 6.14

7.61 ± 29.43

0.7492

Minutes deep sleep

0.92 ± 5.1

0.82 ± 5.05

0.14 ± 0.95

1.61 ± 6.33

0.8419

  1. *Compares between low risk and high risk categories.