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. 2022 Jan 19;24(1):e28647. doi: 10.2196/28647

Table 6.

Mixed regression models regarding behavioral smartphone-based data and affective states (euthymia, depression, and mania) in patients with bipolar disorder assessed with the Hamilton Depression Rating Scale and Young Mania Rating Scale.

Daily variable Euthymia versus depression Euthymia versus mania

Regression coefficient (β) P
value
95% CI Observations (n) Patients (n) Regression coefficient (β) P
value
95% CI Patient days (n) Patients (n)
Number of incoming answered calls −.15 .01 −0.243 to −0.056 789 46 .024 .71 −0.103 to 0.152 567 41
Duration of incoming calls (s/call) 0 .41 0 to 0.001 664 46 −.001 .59 −0.004 to 0.002 488 39
Standard deviation of duration of incoming calls (s) 0 .45 −0.001 to 0.001 490 44 −.001 .41 −0.005 to 0.002 375 36
Number of
outgoing calls
−.064 .01 −0.113 to −0.014 789 46 .044 .16 −0.018 to 0.106 567 41
Fraction of
outgoing calls
1 .09 −0.151 to 2.152 715 46 2.73 .03 0.223 to 5.237 526 41
Duration of
outgoing calls (s)
.001 .31 −0.001 to 0.002 715 46 0 .88 −0.003 to 0.003 526 41
Standard deviation of duration of outgoing calls (s) 0 .95 −0.001 to 0.001 603 42 −.002 .31 −0.006 to 0.002 463 41
Number of missed calls −.017 .77 −0.132 to 0.098 789 46 −.03 .76 −0.227 to 0.167 567 41
Fraction of missed calls 4.431 <.001 2.12 to 6.742 463 45 1.912 .38 −2.335 to 6.158 345 40
Number of sent text messages .001 .94 −0.036 to 0.039 789 46 .015 .69 −0.06 to 0.09 567 41
Mean length of text messages (number of characters) .001 .91 −0.016 to 0.018 265 28 .014 .08 −0.002 to 0.029 192 28
Self-assessment of sleep time (h) −.254 .08 −0.538 to 0.03 219 33 −.548 .19 −1.369 to 0.273 147 30
Self-assessment of mood −2.056 <.001 −2.058 to −2.055 224 35 .676 .22 −0.406 to 1.758 144 31