Physical activity pattern |
pedometer, accelerometry, physical activity intensity or duration, total energy expenditure, device wear time, |
(Ben-Zeev et al., 2015; Bollenbach et al., 2022; Crochiere et al., 2021; Doherty et al., 2014; Koch et al., 2018, 2020; Kondo et al., 2020; Labhart et al., 2020; Pellegrini et al., 2022; Raugh et al., 2021; Reichert et al., 2017; Seto et al., 2016; Xia et al., 2022) |
Environmental/ambient condition |
weather information (e.g., temperature, humidity, precipitation, light level), noise, air pollutant (e.g., PM2.5); ambient silence, ambient darkness, or radiofrequency electromagnetic field (12 radio frequency bands for communication) |
(Ben-Zeev et al., 2015; Bolte et al., 2019; Jacobson and Bhattacharya, 2022; Kou et al., 2020; Su et al., 2022; Tao et al., 2021; Zhang et al., 2020) |
Smartphone communication pattern |
number of incoming and outgoing text messages, message length, number of phone calls, duration of phone call, number of unique phone numbers dialed, call duration, |
(Ben-Zeev et al., 2015; Jacobson and Bhattacharya, 2022; Labhart et al., 2020; Meyerhoff et al., 2021; Pellegrini et al., 2022; Raugh et al., 2021) |
Sleep pattern |
duration of sleep, sleep efficiency, number or duration of nighttime awakenings, or duration of restlessness periods |
(Ben-Zeev et al., 2015; Crochiere et al., 2021; Sukei et al., 2021) |
Physiological outcome |
skin conductance, skin temperature, heart rate, heart rate variability, |
(Jacobson and Bhattacharya, 2022; Shoval et al., 2018) |
Smartphone usage |
battery status, signal strength, WiFi, Bluetooth, daily app use duration |
(Labhart et al., 2020; Meyerhoff et al., 2021) |