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. 2022 Aug 2;8:e1042. doi: 10.7717/peerj-cs.1042

Table 8. Source of the health-related data.

Components of mobile device used for sensing No of studies Low level features High level behavioral makers
GPS (Global Positioning System), Bluetooth, Wi-Fi 43 Movement intensity, Location Hedonic activity, Stress, Social avoidance
Accelerometer 32 Activity type, Movement intensity Psychomotor activity, Fatigue, concentration/Distractibility
Gyroscope 8 Movement intensity Hedonic activity, Stress
Microphone 6 Paralinguistic information, Acoustic environment, Bedtime/Wakeup time Depressed mood, Stress
Camera 4 Pictures Social avoidance
SMS & calls 13 In phone social activity Social avoidance, Depressed mood
Others (Ambient light, phone screen (On/Off) 9 Acoustic environment, Bedtime/Wakeup time Depressed mood, Stress