| Model 1 | Model 2 | ||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
BD | UR | HC | BD/HC | BD/UR | UR/HC | BD | UR | HC | BD/HC | BD/UR | UR/HC | |||||||
Mean | 95% CI | Mean | 95% CI | Mean | 95% CI | p | p | p | Mean | 95% CI | Mean | 95% CI | Mean | 95% CI | p | p | p | |
Smartphone-based self-reported activity | ||||||||||||||||||
 Self-reported activity | 0.06 | −0.02;0.14 | 0.54 | 0.39;0.69 | 0.68 | 0.57;0.79 |  < 0.001 |  < 0.001 | 0.16 | 0.05 | −0.03;0.14 | 0.56 | 0.40;0.72 | 0.68 | 0.57;0.79 |  < 0.001 | 0.001 | 0.25 |
 High activity levela (%) | 12.5 | 10.4;14.7 | 24.2 | 20.0;28.4 | 24.8 | 21.9;27.8 |  < 0.001 |  < 0.001 | 0.81 | 12.7 | 10.4;15.0 | 24.3 | 20.1;28.6 | 24.9 | 21.9;27.9 |  < 0.001 |  < 0.001 | 0.82 |
 Low activity levelb (%) | 14.0 | 12.2;15.7 | 8.0 | 4.6;11.4 | 5.1 | 2.7;7.5 |  < 0.001 | 0.002 | 0.18 | 14.4 | 12.6;16.3 | 7.8 | 4.4;11.2 | 5.5 | 3.1;8.0 |  < 0.001 | 0.001 | 0.29 |
Automatically generated smartphone-based activity | ||||||||||||||||||
 Step counts (number/day) | 3502 | 2711;4292 | 3177 | 1456;4896 | 5911 | 4511;7310 | 0.004 | 0.73 | 0.016 | 3622 | 2774;4470 | 2851 | 1018;4684 | 5923 | 4506;7340 | 0.006 | 0.45 | 0.010 |
 Screen time (min/day) | 205.4 | 179;232 | 188.8 | 130;247 | 175.1 | 135;215 | 0.22 | 0.61 | 0.70 | 197.3 | 170;224 | 188.7 | 130;247 | 176,4 | 137;216 | 0.39 | 0.79 | 0.73 |
 Screen on (number/day) | 66.8 | 56.6;77.1 | 82.3 | 59.7;104.9 | 71.1 | 55.6;86.6 | 0.65 | 0.22 | 0.42 | 63.9 | 53.6;74.1 | 77.9 | 55.8;100.1 | 70.8 | 55.8;85.8 | 0.45 | 0.26 | 0.60 |
 Incoming calls (number/day) | 1.50 | 1.30;1.71 | 1.11 | 0.68;1.53 | 1.39 | 1.08;1.71 | 0.57 | 0.09 | 0.27 | 1.56 | 1.35;1.76 | 1.67 | 0.73;1.61 | 1.40 | 1.09;1.71 | 0.40 | 0.10 | 0.38 |
 Outgoing calls (number/day) | 2.69 | 2.33;3.05 | 2.28 | 1.50;3.06 | 2.37 | 1.83;2.91 | 0.33 | 0.35 | 0.86 | 2.74 | 2.38;3.10 | 2.47 | 1.70;3.23 | 2.39 | 1.87;2.91 | 0.28 | 0.53 | 0.87 |
 Missed calls (number/day) | 1.00 | 0.89;1.12 | 0.77 | 0.56;0.98 | 0.75 | 0.56;0.93 | 0.023 | 0.042 | 0.86 | 0.99 | 0.87;1.10 | 0.82 | 0.64;1.00 | 0.76 | 0.57;0.94 | 0.036 | 0.045 | 0.62 |
 Call duration (min/day) | 17.8 | 15.0;20.7 | 9.93 | 3.70;16.2 | 10.45 | 6.17;14.73 | 0.005 | 0.024 | 0.89 | 17.8 | 14.9;20.6 | 11.15 | 4.93;17.4 | 10.7 | 6.45;14.9 | 0.007 | 0.058 | 0.90 |
 SMS incoming (number/day) | 6.56 | 5.50;7.63 | 6.27 | 3.92;8.62 | 5.22 | 3.61;6.84 | 0.17 | 0.82 | 0.47 | 6.63 | 5.53;7.73 | 6.49 | 4.11;8.88 | 5.25 | 3.63;6.87 | 0.17 | 0.92 | 0.39 |
 SMS outgoing (number/day) | 5.25 | 4.19;6.31 | 5.45 | 3.12;7.79 | 4.25 | 2.64;5.86 | 0.30 | 0.88 | 0.40 | 5.26 | 4.17;6.35 | 5.76 | 3.40;8.12 | 4.30 | 2.69;5.90 | 0.33 | 0.70 | 0.31 |
Physical activity (IPAQ) | ||||||||||||||||||
 IPAQ total score | 2748 | 2414;3080 | 3049 | 2421;3676 | 3374 | 2953;3795 | 0.022 | 0.41 | 0.40 | 2752 | 2410;3095 | 3045 | 2412;3679 | 3303 | 2877;3729 | 0.045 | 0.42 | 0.51 |
Observer-based rating scales | ||||||||||||||||||
 HAMD subitem 8 | 0.40 | 0.34;0.46 | 0.10 | −0.02;0.21 | 0.01 | −0.02;0.21 |  < 0.001 |  < 0.001 | 0.20 | 0.39 | 0.33;0.45 | 0.08 | −0.04;0.19 | −0.003 | −0.10;0.08 |  < 0.001 |  < 0.001 | 0.30 |
 HAMD subitem 9 | 0.34 | 0.28;0.40 | 0.12 | 0.01;0.23 | 0.01 | −0.07;0.09 |  < 0.001 |  < 0.001 | 0.11 | 0.36 | 0.30:0.41 | 0.08 | −0.02:0.19 | 0.02 | −0.05:0.10 |  < 0.001 |  < 0.001 | 0.40 |
 YMRS subitem 2 | 0.41 | 0.33;0.49 | 0.24 | 0.09;0.39 | 0.14 | 0.04;0.25 |  < 0.001 | 0.04 | 0.30 | 0.42 | 0.34;0.50 | 0.24 | 0.09;0.39 | 0.16 | 0.06;0.27 |  < 0.001 | 0.033 | 0.42 |
 YMRS subitem 6 | 0.62 | 0.52;0.73 | 0.08 | −0.12;0.28 | 0.05 | −0.09;0.19 |  < 0.001 |  < 0.001 | 0.81 | 0.64 | 0.53;0.74 | 0.07 | −0.14;0.27 | 0.07 | −0.08;0.21 |  < 0.001 |  < 0.001 | 0.96 |
 FAST | 20.8 | 19.5;22.0 | 3.25 | 0.76;5.6 | 1.38 | −0.33;3.09 |  < 0.001 |  < 0.001 | 0.22 | 20.4 | 19.1;21.7 | 2.70 | 0.21;5.19 | 1.15 | −0.59;2.89 |  < 0.001 |  < 0.001 | 0.32 |