Digital Phenotyping: Technology for a New Science of Behavior.

By Thomas R. Insel. Journal of the American Medical Association (JAMA), 2017

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Biomarker definitions and their applications (2018, positive): “One rapidly developing frontier is the field of digital biomarkers.(19) Sensors and personal devices now enable rapid and continuous assimilation of information about a person that provides insight into complex measures such as psychological state, exercise level, cognitive abilities, eating pattern”
The digital revolution and its impact on mental health care. (2019, background): “, 2018); and iv) digital phenotyping approaches (Insel, 2017), where smartphones are being used to passively collect their meta-data, including natural language processing (analyses voice speech data), sensors measuring activity (location services) and human computer interaction keyboard performance”
AI in Health: State of the Art, Challenges, and Future Directions (2019, background): “Insel [72] proposed the concept of digital phenotyping, which “involves collecting sensor, keyboard and voice and speech data from smartphones to measure behavior, cognition and mood.”
Toward clinical digital phenotyping: a timely opportunity to consider purpose, quality, and safety (2019, background): “Digital phenotyping is anticipated to create clinical value through “closing the loop” between detecting clinical phenomena and taking action by using signals to trigger, tailor and deliver personalized digital treatment or prevention interventions.(5) This is particularly relevant to psychiatry, wh”