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. Author manuscript; available in PMC: 2021 Jul 27.
Published in final edited form as: Proc ACM Hum Comput Interact. 2019 Nov 7;3(CSCW):1–29. doi: 10.1145/3359216

Table 8.

Global behavior metrics associated with mental health (i.e, depression, anxiety, stress, and loneliness). These metrics have the largest combined coefficients in ridge linear regression models in relation to measures of mental health (details in Section 6.5).

Global Behaviors Related to Mental Health
Physical Activity Number of daily steps
Phone Use Number of minutes phone is unlocked (night)
Social Interactions Number of outgoing calls (night)
Mobility Number of activities (night)
Time spent in the second most visited location (morning)
Sleep Minutes in bed (main sleep)