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

Rameen Mahmood, Annabelle David, Donghan Hu, Nabil Alshurafa, Lou M Haux, Josiah Hester, Andrew Kiselica, Shinan Liu, Chenxi Qiu, Chao-Yi Wu, Zachary Beattie, Jeffrey Kaye, Danny Yuxing Huang

Open source

DOI: 10.2196/84618
Published: 4
Container: JMIR Formative Research
Publisher: Not recorded
Open access: yes

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Cite this work

BibTeX

@article{allodium:10.2196/84618,
  title = {Digital Phenotyping via Passive Network Traffic Monitoring: Prospective Observational Study in University Students},
  author = {Rameen Mahmood and Annabelle David and Donghan Hu and Nabil Alshurafa and Lou M Haux and Josiah Hester and Andrew Kiselica and Shinan Liu and Chenxi Qiu and Chao-Yi Wu and Zachary Beattie and Jeffrey Kaye and Danny Yuxing Huang},
  year = {2026},
  journal = {JMIR Formative Research},
  doi = {10.2196/84618},
  url = {https://doi.org/10.2196/84618}
}

RIS

TY  - JOUR
TI  - Digital Phenotyping via Passive Network Traffic Monitoring: Prospective Observational Study in University Students
AU  - Rameen Mahmood
AU  - Annabelle David
AU  - Donghan Hu
AU  - Nabil Alshurafa
AU  - Lou M Haux
AU  - Josiah Hester
AU  - Andrew Kiselica
AU  - Shinan Liu
AU  - Chenxi Qiu
AU  - Chao-Yi Wu
AU  - Zachary Beattie
AU  - Jeffrey Kaye
AU  - Danny Yuxing Huang
PY  - 2026
JO  - JMIR Formative Research
DO  - 10.2196/84618
UR  - https://doi.org/10.2196/84618
ER  -

APA

Mahmood, R., David, A., Hu, D., Alshurafa, N., Haux, L. M., Hester, J., Kiselica, A., Liu, S., Qiu, C., Wu, C., Beattie, Z., Kaye, J., & Huang, D. Y. (2026). Digital Phenotyping via Passive Network Traffic Monitoring: Prospective Observational Study in University Students. JMIR Formative Research. https://doi.org/10.2196/84618

Source records

doaj · retrieved 2026-09-26T08:51:54.856Z