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Formative Evaluation of Digital Health Interventions (3516) Electronic/Mobile Data Capture, Internet-based Survey & Research Methodology (1046) Digital Biomarkers and Digital Phenotyping (331)

Published on in Vol 10 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/84618, first published .
Digital Phenotyping via Passive Network Traffic Monitoring: Prospective Observational Study in University Students

Digital Phenotyping via Passive Network Traffic Monitoring: Prospective Observational Study in University Students

Digital Phenotyping via Passive Network Traffic Monitoring: Prospective Observational Study in University Students

Authors of this article:

Rameen Mahmood1 Author Orcid Image ;   Annabelle David2 Author Orcid Image ;   Donghan Hu1 Author Orcid Image ;   Nabil Alshurafa3, 4 Author Orcid Image ;   Lou M Haux5 Author Orcid Image ;   Josiah Hester6 Author Orcid Image ;   Andrew Kiselica7 Author Orcid Image ;   Shinan Liu8 Author Orcid Image ;   Chenxi Qiu9, 10, 11 Author Orcid Image ;   Chao-Yi Wu12 Author Orcid Image ;   Zachary Beattie13 Author Orcid Image ;   Jeffrey Kaye13 Author Orcid Image ;   Danny Yuxing Huang1 Author Orcid Image
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