Associations Between Questionnaire and Sensor Data
Questionnaire | Sensor Measure | Unadjusted β Coefficient (95% CI) | PValue | Adjusted β Coefficient (95% CI) | PValue |
---|---|---|---|---|---|
CES-D = Center for Epidemiologic Studies–Depression; CI = confidence interval; MCS = mental component score; PCS = physical component score; SF-36 = 36-Item Short Form Health Survey; YPAS = Yale Physical Activity Survey. | |||||
Notes: Questionnaire is the dependent variable, and sensor measure is the independent variable. Speaking, stationary, walking flat, walking up, and walking down are percentages of time spent in those activities. | |||||
a Adjusted for age and sex. | |||||
b Adjusted for age, sex, marital status, and pet ownership. | |||||
c Weighted using the following weights: 0.6 for stationary, 3 for walking level, 5 for walking up, 1 for walking down, and −1.5 for unclassified. | |||||
Behavior | |||||
SF-36 MCS | Speaking | 1.29 (−0.46 to 2.62) | .055 | 1.14 (−0.36 to 2.65)a | .08 |
CES-D | Speaking | −1.14 (−2.42 to 0.13) | .07 | −1.23 (−2.38 to −0.77)a | .04 |
Friendship Scale | Speaking | 0.58 (0.44 to 0.72) | <.001 | 0.49 (0.027 to 0.95)a | .045 |
Physical activity | |||||
SF-36 PCS | Physical activity scorec | −0.32 (−1.27 to 0.63) | .44 | 0.71 (−0.60 to 2.02)b | .14 |
Stationary | 1.67 (−2.06 to 5.4) | .32 | −0.38 (−3.06 to 2.30)a | .71 | |
Walking level | 0.76 (−2.51 to 4.03) | .59 | 0.97 (−2.02 to 3.96)a | .42 | |
Walking up | −2.31 (−4.48 to −0.13) | .04 | 1.68 (−7.00 to 10.36)a | .62 | |
Walking down | 0.73 (−2.36 to 3.81) | .59 | −0.37 (−2.32 to 1.59)a | .63 | |
YPAS total hours | Physical activity scorec | 0.57 (0.36 to 0.78) | .001 | 0.31 (−0.17 to 0.79)b | .11 |
Stationary | −1.57 (−2.68 to −0.47) | .01 | −1.30 (−2.52 to −0.07)a | .04 | |
Walking level | −1.18 (−2.46 to 0.091) | .06 | −0.40 (−3.77 to 2.97)a | .76 | |
Walking up | 2.12 (1.06 to 3.18) | .003 | 5.06 (−0.31 to 10.43)a | .06 | |
Walking down | 1.85 (0.48 to 3.22) | .02 | 1.98 (0.80 to 3.16)a | .01 | |
YPAS kcal/week | Physical activity scorec | 152.3 (97.8 to 206.8) | <.001 | 95.7 (50.0 to 141.4)b | .01 |
Stationary | −358.5 (−700.8 to −16.2) | .04 | −230.5 (−551.9 to 90.9)a | .12 | |
Walking level | −319.5 (−660.9 to 22.0) | .06 | −51.3 (−791.3 to 688.7)a | .86 | |
Walking up | 567.9 (269.8 to 865.9) | .003 | 1,148.4 (263.9 to 2,032.9)a | .02 | |
Walking down | 431.9 (37.7 to 826.1) | .04 | 374.8 (31.3 to 718.3)c | .04 |