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. 2021 May 27;5(5):e23461. doi: 10.2196/23461

Table 1.

Sources of the collected digital phenotypes with data descriptions.

Source Data
Global positioning system Location coordinates (longitude and latitude).
Weather Temperature, humidity, pressure, wind speed, cloudiness, amount of rain and snow, and times of sunrise and sunset.
Apps App usage data.
Notifications All notifications generated by any app installed on the phone.
Screen usage Screen interactions and visited websites.
Wi-Fi signals Access points.
Bluetooth signals Nearby devices.
Battery status Charging status, charging start time, charging end time, discharging start time, and discharging end time.
Calls Call types (outgoing, incoming, and missed calls) and times. Numbers are stored in an encrypted format.
Keyboard Time and the typed letters (numbers and emails are replaced with asterisks).
Consent form Name and signature.
Questionnaire We asked about interests, which we inferred from the data.
Activity recognition Tilting, running, being within a vehicle, walking, being on a bicycle, and traveling on foot.